{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 月收益率图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt#画图模块\n",
    "import matplotlib.dates as mdates#日期格式处理模块\n",
    "from  matplotlib import style#用来自定义图表风格的模块\n",
    "#magic command\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='svg'#提高分辨率\n",
    "#from matplotlib.font_manager import FontProperties 画图自定义字体\n",
    "#from pylab import mpl 画图自定义字体\n",
    "#mpl.rcParams['font.sans-serif']=['SimHei']指定默认字体\n",
    "#mpl.rcParams['font.family']='Times New Roman'指定默认字体\n",
    "#以上四步可以把表格标题改成中文，但最好还是用英文、\n",
    "#mpl.rcParams['font.family']=False解决保存图像是负号'-'显示为方块的问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Preclose</th>\n",
       "      <th>Open</th>\n",
       "      <th>Highest</th>\n",
       "      <th>Lowest</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Money</th>\n",
       "      <th>Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-12-19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>96.050</td>\n",
       "      <td>99.980</td>\n",
       "      <td>95.790</td>\n",
       "      <td>99.980</td>\n",
       "      <td>126000.00</td>\n",
       "      <td>4.940000e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-20</th>\n",
       "      <td>99.980</td>\n",
       "      <td>104.300</td>\n",
       "      <td>104.390</td>\n",
       "      <td>99.980</td>\n",
       "      <td>104.390</td>\n",
       "      <td>19700.00</td>\n",
       "      <td>8.400000e+04</td>\n",
       "      <td>0.044109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-21</th>\n",
       "      <td>104.390</td>\n",
       "      <td>109.070</td>\n",
       "      <td>109.130</td>\n",
       "      <td>103.730</td>\n",
       "      <td>109.130</td>\n",
       "      <td>2800.00</td>\n",
       "      <td>1.600000e+04</td>\n",
       "      <td>0.045407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-24</th>\n",
       "      <td>109.130</td>\n",
       "      <td>113.570</td>\n",
       "      <td>114.550</td>\n",
       "      <td>109.130</td>\n",
       "      <td>114.550</td>\n",
       "      <td>3200.00</td>\n",
       "      <td>3.100000e+04</td>\n",
       "      <td>0.049666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-25</th>\n",
       "      <td>114.550</td>\n",
       "      <td>120.090</td>\n",
       "      <td>120.250</td>\n",
       "      <td>114.550</td>\n",
       "      <td>120.250</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>6.000000e+03</td>\n",
       "      <td>0.049760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-24</th>\n",
       "      <td>2748.918</td>\n",
       "      <td>2770.754</td>\n",
       "      <td>2863.152</td>\n",
       "      <td>2761.372</td>\n",
       "      <td>2863.126</td>\n",
       "      <td>4776195.45</td>\n",
       "      <td>4.427953e+07</td>\n",
       "      <td>0.041547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-25</th>\n",
       "      <td>2863.126</td>\n",
       "      <td>2901.419</td>\n",
       "      <td>2952.451</td>\n",
       "      <td>2889.048</td>\n",
       "      <td>2896.306</td>\n",
       "      <td>5682598.16</td>\n",
       "      <td>5.166981e+07</td>\n",
       "      <td>0.011589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-26</th>\n",
       "      <td>2896.306</td>\n",
       "      <td>2893.745</td>\n",
       "      <td>3000.953</td>\n",
       "      <td>2889.014</td>\n",
       "      <td>3000.953</td>\n",
       "      <td>5763192.61</td>\n",
       "      <td>5.246691e+07</td>\n",
       "      <td>0.036131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-27</th>\n",
       "      <td>3000.953</td>\n",
       "      <td>3049.103</td>\n",
       "      <td>3087.529</td>\n",
       "      <td>3017.445</td>\n",
       "      <td>3087.529</td>\n",
       "      <td>4922871.63</td>\n",
       "      <td>4.806126e+07</td>\n",
       "      <td>0.028850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>3087.529</td>\n",
       "      <td>3194.722</td>\n",
       "      <td>3358.588</td>\n",
       "      <td>3153.697</td>\n",
       "      <td>3336.497</td>\n",
       "      <td>11023379.17</td>\n",
       "      <td>1.167773e+08</td>\n",
       "      <td>0.080637</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8251 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Preclose      Open   Highest    Lowest     Close       Volume  \\\n",
       "Day                                                                         \n",
       "1990-12-19       NaN    96.050    99.980    95.790    99.980    126000.00   \n",
       "1990-12-20    99.980   104.300   104.390    99.980   104.390     19700.00   \n",
       "1990-12-21   104.390   109.070   109.130   103.730   109.130      2800.00   \n",
       "1990-12-24   109.130   113.570   114.550   109.130   114.550      3200.00   \n",
       "1990-12-25   114.550   120.090   120.250   114.550   120.250      1500.00   \n",
       "...              ...       ...       ...       ...       ...          ...   \n",
       "2024-09-24  2748.918  2770.754  2863.152  2761.372  2863.126   4776195.45   \n",
       "2024-09-25  2863.126  2901.419  2952.451  2889.048  2896.306   5682598.16   \n",
       "2024-09-26  2896.306  2893.745  3000.953  2889.014  3000.953   5763192.61   \n",
       "2024-09-27  3000.953  3049.103  3087.529  3017.445  3087.529   4922871.63   \n",
       "2024-09-30  3087.529  3194.722  3358.588  3153.697  3336.497  11023379.17   \n",
       "\n",
       "                   Money    Return  \n",
       "Day                                 \n",
       "1990-12-19  4.940000e+05       NaN  \n",
       "1990-12-20  8.400000e+04  0.044109  \n",
       "1990-12-21  1.600000e+04  0.045407  \n",
       "1990-12-24  3.100000e+04  0.049666  \n",
       "1990-12-25  6.000000e+03  0.049760  \n",
       "...                  ...       ...  \n",
       "2024-09-24  4.427953e+07  0.041547  \n",
       "2024-09-25  5.166981e+07  0.011589  \n",
       "2024-09-26  5.246691e+07  0.036131  \n",
       "2024-09-27  4.806126e+07  0.028850  \n",
       "2024-09-30  1.167773e+08  0.080637  \n",
       "\n",
       "[8251 rows x 8 columns]"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#导入处理\n",
    "data = pd.read_csv('000001.csv')#datasets/000001.csv运行不了，不知道为什么\n",
    "data['Day']=pd.to_datetime(data['Day'],format='%Y/%m/%d')\n",
    "data.set_index('Day',inplace=True)\n",
    "data['Close']=pd.to_numeric(data['Close'],errors='coerce')\n",
    "data['Preclose']=(data['Close']).shift(1)\n",
    "data['Return']=(data['Close']-data['Preclose'])/data['Preclose']\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>-0.131631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>-0.023694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.177803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>-0.103552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.207922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>-0.005801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.038684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>-0.009656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.032849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.173908</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Return\n",
       "Day                 \n",
       "1995-01-31 -0.131631\n",
       "1995-02-28 -0.023694\n",
       "1995-03-31  0.177803\n",
       "1995-04-30 -0.103552\n",
       "1995-05-31  0.207922\n",
       "...              ...\n",
       "2024-05-31 -0.005801\n",
       "2024-06-30 -0.038684\n",
       "2024-07-31 -0.009656\n",
       "2024-08-31 -0.032849\n",
       "2024-09-30  0.173908\n",
       "\n",
       "[357 rows x 1 columns]"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new=data['1995-01-01':'2024-12-31'].copy()\n",
    "Month_data=data_new.resample('ME')['Return'].apply(lambda x:(1+x).prod()-1).to_frame()\n",
    "Month_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"618.278995pt\" height=\"297.40625pt\" viewBox=\"0 0 618.278995 297.40625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-10-09T15:18:21.250649</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 297.40625 \n",
       "L 618.278995 297.40625 \n",
       "L 618.278995 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 610.160938 244.078125 \n",
       "L 610.160938 22.318125 \n",
       "L 52.160938 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m9c6e753f1b\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"59.031475\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1994 -->\n",
       "      <g transform=\"translate(61.79085 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"76.120035\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1995 -->\n",
       "      <g transform=\"translate(78.87941 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"93.208595\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1996 -->\n",
       "      <g transform=\"translate(95.96797 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"110.343972\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 1997 -->\n",
       "      <g transform=\"translate(113.103347 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"127.432532\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 1998 -->\n",
       "      <g transform=\"translate(130.191907 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"144.521092\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1999 -->\n",
       "      <g transform=\"translate(147.280467 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"161.609652\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(164.369027 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"178.745029\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2001 -->\n",
       "      <g transform=\"translate(181.504404 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"195.833589\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2002 -->\n",
       "      <g transform=\"translate(198.592964 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"212.922149\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 2003 -->\n",
       "      <g transform=\"translate(215.681524 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"230.010709\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 2004 -->\n",
       "      <g transform=\"translate(232.770084 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"247.146087\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(249.905462 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"264.234646\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 2006 -->\n",
       "      <g transform=\"translate(266.994021 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"281.323206\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 2007 -->\n",
       "      <g transform=\"translate(284.082581 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_15\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"298.411766\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(301.171141 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_16\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"315.547144\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 2009 -->\n",
       "      <g transform=\"translate(318.306519 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_17\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"332.635704\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(335.395079 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_18\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"349.724263\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 2011 -->\n",
       "      <g transform=\"translate(352.483638 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_19\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"366.812823\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(369.572198 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_20\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"383.948201\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_20\">\n",
       "      <!-- 2013 -->\n",
       "      <g transform=\"translate(386.707576 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_21\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"401.036761\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_21\">\n",
       "      <!-- 2014 -->\n",
       "      <g transform=\"translate(403.796136 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_22\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"418.125321\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_22\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(420.884696 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_23\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"435.21388\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(437.973255 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_24\">\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"452.349258\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 2017 -->\n",
       "      <g transform=\"translate(455.108633 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_25\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"469.437818\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(472.197193 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_26\">\n",
       "     <g id=\"line2d_26\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"486.526378\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_26\">\n",
       "      <!-- 2019 -->\n",
       "      <g transform=\"translate(489.285753 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_27\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"503.614938\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_27\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(506.374313 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_28\">\n",
       "     <g id=\"line2d_28\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"520.750315\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_28\">\n",
       "      <!-- 2021 -->\n",
       "      <g transform=\"translate(523.50969 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_29\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"537.838875\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_29\">\n",
       "      <!-- 2022 -->\n",
       "      <g transform=\"translate(540.59825 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_30\">\n",
       "     <g id=\"line2d_30\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"554.927435\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_30\">\n",
       "      <!-- 2023 -->\n",
       "      <g transform=\"translate(557.68681 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_31\">\n",
       "     <g id=\"line2d_31\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"572.015995\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_31\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(574.77537 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_32\">\n",
       "     <g id=\"line2d_32\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"589.151373\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_32\">\n",
       "      <!-- 2025 -->\n",
       "      <g transform=\"translate(591.910748 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_33\">\n",
       "     <g id=\"line2d_33\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9c6e753f1b\" x=\"606.239932\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_33\">\n",
       "      <!-- 2026 -->\n",
       "      <g transform=\"translate(608.999307 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_34\">\n",
       "     <!-- Year -->\n",
       "     <g transform=\"translate(320.573438 288.126563) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-59\" d=\"M -13 4666 \n",
       "L 666 4666 \n",
       "L 1959 2747 \n",
       "L 3244 4666 \n",
       "L 3922 4666 \n",
       "L 2272 2222 \n",
       "L 2272 0 \n",
       "L 1638 0 \n",
       "L 1638 2222 \n",
       "L -13 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-59\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"47.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"109.357422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"170.636719\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_34\">\n",
       "      <defs>\n",
       "       <path id=\"m64700e78b4\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m64700e78b4\" x=\"52.160938\" y=\"217.527237\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_35\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(20.878125 221.326456) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_35\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m64700e78b4\" x=\"52.160938\" y=\"181.963676\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_36\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(20.878125 185.762894) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_36\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m64700e78b4\" x=\"52.160938\" y=\"146.400114\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_37\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(29.257813 150.199333) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_37\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m64700e78b4\" x=\"52.160938\" y=\"110.836553\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_38\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(29.257813 114.635772) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_38\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m64700e78b4\" x=\"52.160938\" y=\"75.272992\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_39\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(29.257813 79.07221) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_39\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m64700e78b4\" x=\"52.160938\" y=\"39.70943\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_40\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(29.257813 43.508649) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_41\">\n",
       "     <!-- Return -->\n",
       "     <g transform=\"translate(14.798438 149.789531) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"64.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"126.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"165.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"229.09375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"268.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_40\">\n",
       "    <path d=\"M 77.524574 193.212909 \n",
       "L 78.835477 154.82654 \n",
       "L 80.286834 83.167084 \n",
       "L 81.691373 183.22697 \n",
       "L 83.142731 72.455772 \n",
       "L 84.54727 181.902246 \n",
       "L 85.998627 109.75822 \n",
       "L 87.449984 131.920062 \n",
       "L 88.854523 147.107583 \n",
       "L 90.30588 148.915649 \n",
       "L 91.710419 184.168922 \n",
       "L 93.161777 194.020474 \n",
       "L 94.613134 157.889792 \n",
       "L 95.970855 136.082148 \n",
       "L 97.422212 144.18117 \n",
       "L 98.826751 66.64912 \n",
       "L 100.278108 165.984194 \n",
       "L 101.682647 57.663876 \n",
       "L 103.134005 138.338893 \n",
       "L 104.585362 151.822338 \n",
       "L 105.989901 117.600277 \n",
       "L 107.441258 105.301338 \n",
       "L 108.845797 125.922238 \n",
       "L 110.297154 186.313795 \n",
       "L 111.748511 127.893504 \n",
       "L 113.059415 118.557216 \n",
       "L 114.510772 79.957958 \n",
       "L 115.915311 100.56229 \n",
       "L 117.366668 174.103331 \n",
       "L 118.771207 156.060426 \n",
       "L 120.222564 163.612005 \n",
       "L 121.673922 137.044114 \n",
       "L 123.078461 182.422106 \n",
       "L 124.529818 119.498483 \n",
       "L 125.934357 158.680553 \n",
       "L 127.385714 129.402078 \n",
       "L 128.837071 137.819709 \n",
       "L 130.147974 151.163598 \n",
       "L 131.599332 135.644357 \n",
       "L 133.003871 117.666478 \n",
       "L 134.455228 128.462812 \n",
       "L 135.859767 164.54718 \n",
       "L 137.311124 152.316752 \n",
       "L 138.762481 191.417622 \n",
       "L 140.16702 117.744458 \n",
       "L 141.618378 153.719415 \n",
       "L 143.022917 137.606509 \n",
       "L 144.474274 175.115077 \n",
       "L 145.925631 150.131078 \n",
       "L 147.236534 160.372666 \n",
       "L 148.687891 124.228554 \n",
       "L 150.092431 157.799617 \n",
       "L 152.948327 32.398125 \n",
       "L 154.399684 164.918351 \n",
       "L 155.851041 140.701808 \n",
       "L 157.25558 158.731695 \n",
       "L 158.706937 161.375437 \n",
       "L 160.111477 162.849231 \n",
       "L 161.562834 163.349541 \n",
       "L 163.014191 102.570884 \n",
       "L 164.371912 104.794223 \n",
       "L 165.823269 128.636794 \n",
       "L 167.227808 139.268516 \n",
       "L 168.679165 135.122852 \n",
       "L 170.083705 140.100396 \n",
       "L 171.535062 128.798262 \n",
       "L 172.986419 146.811367 \n",
       "L 174.390958 165.937903 \n",
       "L 175.842315 136.880677 \n",
       "L 177.246854 126.577403 \n",
       "L 178.698211 145.90718 \n",
       "L 180.149569 147.749948 \n",
       "L 181.460472 164.724144 \n",
       "L 182.911829 118.51823 \n",
       "L 184.316368 145.322828 \n",
       "L 185.767725 130.444021 \n",
       "L 187.172264 145.794609 \n",
       "L 188.623622 194.13449 \n",
       "L 190.074979 162.360307 \n",
       "L 191.479518 159.831411 \n",
       "L 192.930875 161.654278 \n",
       "L 194.335414 134.016229 \n",
       "L 195.786771 167.156495 \n",
       "L 197.238128 179.741021 \n",
       "L 198.549032 138.52285 \n",
       "L 200.000389 127.926749 \n",
       "L 201.404928 132.24254 \n",
       "L 202.856285 178.817279 \n",
       "L 204.260824 95.478382 \n",
       "L 205.712181 163.05963 \n",
       "L 207.163538 143.163716 \n",
       "L 208.568078 164.538038 \n",
       "L 210.019435 163.066388 \n",
       "L 211.423974 163.697098 \n",
       "L 212.875331 165.377365 \n",
       "L 214.326688 109.158767 \n",
       "L 215.637591 143.528605 \n",
       "L 217.088949 146.717661 \n",
       "L 218.493488 143.843346 \n",
       "L 219.944845 133.585975 \n",
       "L 221.349384 166.760053 \n",
       "L 222.800741 148.621012 \n",
       "L 224.252098 159.58768 \n",
       "L 225.656637 160.110535 \n",
       "L 227.107995 151.306115 \n",
       "L 228.512534 133.496685 \n",
       "L 229.963891 120.992843 \n",
       "L 231.415248 124.143194 \n",
       "L 232.772969 127.544427 \n",
       "L 234.224326 132.270824 \n",
       "L 235.628866 176.219173 \n",
       "L 237.080223 155.244254 \n",
       "L 238.484762 182.228589 \n",
       "L 239.936119 149.69426 \n",
       "L 241.387476 157.724422 \n",
       "L 242.792015 131.920933 \n",
       "L 244.243372 165.792402 \n",
       "L 245.647912 140.951958 \n",
       "L 247.099269 166.100031 \n",
       "L 248.550626 167.370401 \n",
       "L 249.861529 112.329135 \n",
       "L 251.312886 180.373391 \n",
       "L 252.717425 153.050745 \n",
       "L 254.168782 176.593015 \n",
       "L 255.573322 139.627635 \n",
       "L 257.024679 145.712492 \n",
       "L 258.476036 120.205962 \n",
       "L 259.880575 148.599134 \n",
       "L 261.331932 165.723554 \n",
       "L 262.736471 144.30435 \n",
       "L 264.187828 126.406409 \n",
       "L 265.639186 116.691832 \n",
       "L 266.950089 134.815561 \n",
       "L 268.401446 146.599966 \n",
       "L 269.805985 107.524811 \n",
       "L 271.257342 96.747138 \n",
       "L 272.661881 139.702559 \n",
       "L 274.113239 159.049965 \n",
       "L 275.564596 136.276144 \n",
       "L 276.969135 126.292371 \n",
       "L 278.420492 129.034563 \n",
       "L 279.825031 95.840761 \n",
       "L 281.276388 48.790862 \n",
       "L 282.727745 131.662771 \n",
       "L 284.038649 134.309213 \n",
       "L 285.490006 109.009289 \n",
       "L 286.894545 72.983908 \n",
       "L 289.750441 171.404898 \n",
       "L 291.201798 85.866571 \n",
       "L 292.653155 86.919244 \n",
       "L 294.057695 123.675176 \n",
       "L 295.509052 120.621128 \n",
       "L 296.913591 211.079323 \n",
       "L 298.364948 117.94652 \n",
       "L 299.816305 205.756755 \n",
       "L 301.174026 149.227584 \n",
       "L 302.625384 218.027911 \n",
       "L 304.029923 123.829243 \n",
       "L 306.885819 218.623142 \n",
       "L 308.337176 141.250345 \n",
       "L 309.788533 194.875729 \n",
       "L 311.193072 161.767076 \n",
       "L 312.64443 233.998125 \n",
       "L 314.048969 117.112669 \n",
       "L 315.500326 155.969714 \n",
       "L 316.951683 113.225478 \n",
       "L 318.262586 129.930176 \n",
       "L 319.713943 96.822681 \n",
       "L 321.118482 130.761324 \n",
       "L 322.56984 124.099413 \n",
       "L 323.974379 102.3085 \n",
       "L 325.425736 91.997729 \n",
       "L 326.877093 223.979846 \n",
       "L 328.281632 131.510754 \n",
       "L 329.732989 118.708588 \n",
       "L 331.137529 122.723521 \n",
       "L 332.588886 137.291355 \n",
       "L 334.040243 177.63763 \n",
       "L 335.351146 138.946648 \n",
       "L 336.802503 139.738224 \n",
       "L 338.207042 173.680942 \n",
       "L 339.658399 180.89811 \n",
       "L 341.062939 172.98618 \n",
       "L 342.514296 110.941388 \n",
       "L 343.965653 146.224825 \n",
       "L 345.370192 144.127863 \n",
       "L 346.821549 103.121111 \n",
       "L 348.226088 165.342101 \n",
       "L 349.677445 147.925971 \n",
       "L 351.128803 148.60251 \n",
       "L 352.439706 131.826482 \n",
       "L 353.891063 143.577114 \n",
       "L 355.295602 148.416279 \n",
       "L 356.746959 166.925892 \n",
       "L 358.151498 143.987703 \n",
       "L 361.054213 164.090213 \n",
       "L 362.458752 175.229519 \n",
       "L 363.910109 129.964618 \n",
       "L 365.314648 165.828416 \n",
       "L 366.766005 166.821564 \n",
       "L 368.217362 131.33174 \n",
       "L 369.575084 125.322056 \n",
       "L 371.026441 170.665737 \n",
       "L 372.43098 125.413623 \n",
       "L 373.882337 149.975289 \n",
       "L 375.286876 168.407807 \n",
       "L 376.738233 165.864406 \n",
       "L 378.18959 155.885962 \n",
       "L 379.59413 139.686961 \n",
       "L 381.045487 149.347592 \n",
       "L 382.450026 161.65775 \n",
       "L 383.901383 94.493034 \n",
       "L 385.35274 128.174246 \n",
       "L 386.663643 149.356514 \n",
       "L 388.115001 165.789072 \n",
       "L 389.51954 155.735346 \n",
       "L 390.970897 126.367433 \n",
       "L 392.375436 196.080489 \n",
       "L 393.826793 143.778501 \n",
       "L 395.27815 127.746101 \n",
       "L 396.682689 133.472101 \n",
       "L 398.134047 151.804985 \n",
       "L 399.538586 133.299646 \n",
       "L 400.989943 163.140053 \n",
       "L 402.4413 160.333229 \n",
       "L 403.752203 142.338366 \n",
       "L 405.20356 150.376218 \n",
       "L 406.608099 147.615702 \n",
       "L 408.059457 144.144879 \n",
       "L 409.463996 144.809598 \n",
       "L 410.915353 119.795981 \n",
       "L 412.36671 143.87366 \n",
       "L 413.771249 122.874462 \n",
       "L 415.222606 137.92848 \n",
       "L 416.627145 107.803295 \n",
       "L 418.078503 73.248545 \n",
       "L 419.52986 149.073967 \n",
       "L 420.840763 135.329012 \n",
       "L 422.29212 99.387413 \n",
       "L 423.696659 80.570661 \n",
       "L 425.148016 132.781288 \n",
       "L 426.552556 172.196717 \n",
       "L 428.003913 197.409623 \n",
       "L 429.45527 190.832604 \n",
       "L 430.859809 163.395467 \n",
       "L 432.311166 107.982176 \n",
       "L 433.715705 139.793242 \n",
       "L 435.167062 136.720104 \n",
       "L 436.61842 226.947132 \n",
       "L 437.976141 152.84614 \n",
       "L 439.427498 104.599388 \n",
       "L 440.832037 154.166532 \n",
       "L 442.283394 149.026545 \n",
       "L 445.13929 140.363215 \n",
       "L 446.590648 133.729281 \n",
       "L 447.995187 155.712023 \n",
       "L 449.446544 135.062432 \n",
       "L 450.851083 129.247422 \n",
       "L 452.30244 162.418889 \n",
       "L 453.753797 140.037119 \n",
       "L 455.064701 137.10613 \n",
       "L 456.516058 148.508654 \n",
       "L 457.920597 153.888028 \n",
       "L 459.371954 150.625363 \n",
       "L 460.776493 137.814925 \n",
       "L 462.22785 137.421302 \n",
       "L 463.679207 136.862257 \n",
       "L 465.083747 147.656179 \n",
       "L 466.535104 141.685123 \n",
       "L 467.939643 154.380939 \n",
       "L 469.391 147.474357 \n",
       "L 470.842357 127.725634 \n",
       "L 472.15326 169.022546 \n",
       "L 473.604617 156.275699 \n",
       "L 475.009157 156.126814 \n",
       "L 476.460514 144.872449 \n",
       "L 477.865053 174.898344 \n",
       "L 479.31641 142.780585 \n",
       "L 480.767767 165.08817 \n",
       "L 482.172306 133.8594 \n",
       "L 483.623664 173.951207 \n",
       "L 485.028203 148.393646 \n",
       "L 486.47956 159.356227 \n",
       "L 487.930917 133.470373 \n",
       "L 489.24182 97.362394 \n",
       "L 490.693177 128.284277 \n",
       "L 493.549074 167.153631 \n",
       "L 494.953613 136.562993 \n",
       "L 496.40497 151.936028 \n",
       "L 497.856327 152.011437 \n",
       "L 499.260866 144.06514 \n",
       "L 500.712223 143.478095 \n",
       "L 502.116762 153.330556 \n",
       "L 503.56812 124.341142 \n",
       "L 505.019477 154.980506 \n",
       "L 506.377198 157.897668 \n",
       "L 507.828555 162.451439 \n",
       "L 509.233094 132.204689 \n",
       "L 510.684451 147.361298 \n",
       "L 512.088991 129.902243 \n",
       "L 513.540348 107.634525 \n",
       "L 516.396244 165.00362 \n",
       "L 519.25214 127.956204 \n",
       "L 520.703497 137.874531 \n",
       "L 522.154855 145.376134 \n",
       "L 523.465758 143.744387 \n",
       "L 524.917115 153.207609 \n",
       "L 526.321654 145.888655 \n",
       "L 527.773011 129.00246 \n",
       "L 529.17755 148.788409 \n",
       "L 530.628907 165.59604 \n",
       "L 532.080265 131.056121 \n",
       "L 533.484804 143.968625 \n",
       "L 534.936161 148.476218 \n",
       "L 536.3407 144.740908 \n",
       "L 537.792057 138.827157 \n",
       "L 539.243414 173.596158 \n",
       "L 540.554318 135.72821 \n",
       "L 542.005675 167.981832 \n",
       "L 543.410214 168.832649 \n",
       "L 544.861571 130.133636 \n",
       "L 546.26611 122.717711 \n",
       "L 547.717467 161.613038 \n",
       "L 549.168824 151.986278 \n",
       "L 550.573364 166.141073 \n",
       "L 552.024721 161.793432 \n",
       "L 553.42926 114.707687 \n",
       "L 554.880617 153.405695 \n",
       "L 556.331974 127.242832 \n",
       "L 557.642877 143.785435 \n",
       "L 559.094234 147.131543 \n",
       "L 560.498774 140.921984 \n",
       "L 561.950131 159.103721 \n",
       "L 563.35467 146.677792 \n",
       "L 564.806027 136.517868 \n",
       "L 566.257384 164.896336 \n",
       "L 567.661923 147.471748 \n",
       "L 569.11328 156.885154 \n",
       "L 570.51782 145.115759 \n",
       "L 571.969177 152.825477 \n",
       "L 573.420534 168.681514 \n",
       "L 574.778255 117.497903 \n",
       "L 576.229612 143.333954 \n",
       "L 577.634151 138.955962 \n",
       "L 579.085509 148.463158 \n",
       "L 580.490048 160.157558 \n",
       "L 581.941405 149.834163 \n",
       "L 583.392762 158.082428 \n",
       "L 584.797301 84.55233 \n",
       "L 584.797301 84.55233 \n",
       "\" clip-path=\"url(#paac92ba89c)\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"m3fbece7228\" d=\"M 0 1.5 \n",
       "C 0.397805 1.5 0.77937 1.341951 1.06066 1.06066 \n",
       "C 1.341951 0.77937 1.5 0.397805 1.5 0 \n",
       "C 1.5 -0.397805 1.341951 -0.77937 1.06066 -1.06066 \n",
       "C 0.77937 -1.341951 0.397805 -1.5 0 -1.5 \n",
       "C -0.397805 -1.5 -0.77937 -1.341951 -1.06066 -1.06066 \n",
       "C -1.341951 -0.77937 -1.5 -0.397805 -1.5 0 \n",
       "C -1.5 0.397805 -1.341951 0.77937 -1.06066 1.06066 \n",
       "C -0.77937 1.341951 -0.397805 1.5 0 1.5 \n",
       "z\n",
       "\" style=\"stroke: #ff0000\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#paac92ba89c)\">\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"77.524574\" y=\"193.212909\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"78.835477\" y=\"154.82654\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"80.286834\" y=\"83.167084\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"81.691373\" y=\"183.22697\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"83.142731\" y=\"72.455772\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"84.54727\" y=\"181.902246\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"85.998627\" y=\"109.75822\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"87.449984\" y=\"131.920062\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"88.854523\" y=\"147.107583\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"90.30588\" y=\"148.915649\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"91.710419\" y=\"184.168922\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"93.161777\" y=\"194.020474\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"94.613134\" y=\"157.889792\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"95.970855\" y=\"136.082148\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"97.422212\" y=\"144.18117\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"98.826751\" y=\"66.64912\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"100.278108\" y=\"165.984194\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"101.682647\" y=\"57.663876\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"103.134005\" y=\"138.338893\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"104.585362\" y=\"151.822338\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"105.989901\" y=\"117.600277\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"107.441258\" y=\"105.301338\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"108.845797\" y=\"125.922238\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"110.297154\" y=\"186.313795\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"111.748511\" y=\"127.893504\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"113.059415\" y=\"118.557216\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"114.510772\" y=\"79.957958\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"115.915311\" y=\"100.56229\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"117.366668\" y=\"174.103331\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"118.771207\" y=\"156.060426\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"120.222564\" y=\"163.612005\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"121.673922\" y=\"137.044114\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"123.078461\" y=\"182.422106\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"124.529818\" y=\"119.498483\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"125.934357\" y=\"158.680553\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"127.385714\" y=\"129.402078\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"128.837071\" y=\"137.819709\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"130.147974\" y=\"151.163598\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"131.599332\" y=\"135.644357\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"133.003871\" y=\"117.666478\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"134.455228\" y=\"128.462812\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"135.859767\" y=\"164.54718\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"137.311124\" y=\"152.316752\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"138.762481\" y=\"191.417622\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"140.16702\" y=\"117.744458\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"141.618378\" y=\"153.719415\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"143.022917\" y=\"137.606509\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"144.474274\" y=\"175.115077\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"145.925631\" y=\"150.131078\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"147.236534\" y=\"160.372666\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"148.687891\" y=\"124.228554\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"150.092431\" y=\"157.799617\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"151.543788\" y=\"96.144807\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"152.948327\" y=\"32.398125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"154.399684\" y=\"164.918351\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"155.851041\" y=\"140.701808\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"157.25558\" y=\"158.731695\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"158.706937\" y=\"161.375437\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"160.111477\" y=\"162.849231\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"161.562834\" y=\"163.349541\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"163.014191\" y=\"102.570884\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"164.371912\" y=\"104.794223\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"165.823269\" y=\"128.636794\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"167.227808\" y=\"139.268516\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"168.679165\" y=\"135.122852\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"170.083705\" y=\"140.100396\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"171.535062\" y=\"128.798262\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"172.986419\" y=\"146.811367\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"174.390958\" y=\"165.937903\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"175.842315\" y=\"136.880677\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"177.246854\" y=\"126.577403\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"178.698211\" y=\"145.90718\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"180.149569\" y=\"147.749948\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"181.460472\" y=\"164.724144\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"182.911829\" y=\"118.51823\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"184.316368\" y=\"145.322828\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"185.767725\" y=\"130.444021\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"187.172264\" y=\"145.794609\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"188.623622\" y=\"194.13449\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"190.074979\" y=\"162.360307\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"191.479518\" y=\"159.831411\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"192.930875\" y=\"161.654278\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"194.335414\" y=\"134.016229\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"195.786771\" y=\"167.156495\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"197.238128\" y=\"179.741021\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"198.549032\" y=\"138.52285\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"200.000389\" y=\"127.926749\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"201.404928\" y=\"132.24254\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"202.856285\" y=\"178.817279\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"204.260824\" y=\"95.478382\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"205.712181\" y=\"163.05963\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"207.163538\" y=\"143.163716\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"208.568078\" y=\"164.538038\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"210.019435\" y=\"163.066388\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"211.423974\" y=\"163.697098\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"212.875331\" y=\"165.377365\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"214.326688\" y=\"109.158767\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"215.637591\" y=\"143.528605\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"217.088949\" y=\"146.717661\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"218.493488\" y=\"143.843346\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"219.944845\" y=\"133.585975\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"221.349384\" y=\"166.760053\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"222.800741\" y=\"148.621012\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"224.252098\" y=\"159.58768\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"225.656637\" y=\"160.110535\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"227.107995\" y=\"151.306115\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"228.512534\" y=\"133.496685\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"229.963891\" y=\"120.992843\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"231.415248\" y=\"124.143194\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"232.772969\" y=\"127.544427\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"234.224326\" y=\"132.270824\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"235.628866\" y=\"176.219173\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"237.080223\" y=\"155.244254\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"238.484762\" y=\"182.228589\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"239.936119\" y=\"149.69426\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"241.387476\" y=\"157.724422\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"242.792015\" y=\"131.920933\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"244.243372\" y=\"165.792402\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"245.647912\" y=\"140.951958\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"247.099269\" y=\"166.100031\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"248.550626\" y=\"167.370401\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"249.861529\" y=\"112.329135\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"251.312886\" y=\"180.373391\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"252.717425\" y=\"153.050745\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"254.168782\" y=\"176.593015\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"255.573322\" y=\"139.627635\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"257.024679\" y=\"145.712492\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"258.476036\" y=\"120.205962\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"259.880575\" y=\"148.599134\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"261.331932\" y=\"165.723554\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"262.736471\" y=\"144.30435\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"264.187828\" y=\"126.406409\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"265.639186\" y=\"116.691832\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"266.950089\" y=\"134.815561\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"268.401446\" y=\"146.599966\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"269.805985\" y=\"107.524811\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"271.257342\" y=\"96.747138\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"272.661881\" y=\"139.702559\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"274.113239\" y=\"159.049965\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"275.564596\" y=\"136.276144\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"276.969135\" y=\"126.292371\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"278.420492\" y=\"129.034563\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"279.825031\" y=\"95.840761\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"281.276388\" y=\"48.790862\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"282.727745\" y=\"131.662771\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"284.038649\" y=\"134.309213\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"285.490006\" y=\"109.009289\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"286.894545\" y=\"72.983908\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"288.345902\" y=\"121.552737\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"289.750441\" y=\"171.404898\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"291.201798\" y=\"85.866571\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"292.653155\" y=\"86.919244\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"294.057695\" y=\"123.675176\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"295.509052\" y=\"120.621128\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"296.913591\" y=\"211.079323\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"298.364948\" y=\"117.94652\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"299.816305\" y=\"205.756755\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"301.174026\" y=\"149.227584\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"302.625384\" y=\"218.027911\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"304.029923\" y=\"123.829243\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"305.48128\" y=\"171.414237\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"306.885819\" y=\"218.623142\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"308.337176\" y=\"141.250345\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"309.788533\" y=\"194.875729\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"311.193072\" y=\"161.767076\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"312.64443\" y=\"233.998125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"314.048969\" y=\"117.112669\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"315.500326\" y=\"155.969714\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"316.951683\" y=\"113.225478\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"318.262586\" y=\"129.930176\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"319.713943\" y=\"96.822681\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"321.118482\" y=\"130.761324\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"322.56984\" y=\"124.099413\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"323.974379\" y=\"102.3085\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"325.425736\" y=\"91.997729\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"326.877093\" y=\"223.979846\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"328.281632\" y=\"131.510754\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"329.732989\" y=\"118.708588\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"331.137529\" y=\"122.723521\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"332.588886\" y=\"137.291355\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"334.040243\" y=\"177.63763\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"335.351146\" y=\"138.946648\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"336.802503\" y=\"139.738224\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"338.207042\" y=\"173.680942\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"339.658399\" y=\"180.89811\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"341.062939\" y=\"172.98618\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"342.514296\" y=\"110.941388\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"343.965653\" y=\"146.224825\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"345.370192\" y=\"144.127863\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"346.821549\" y=\"103.121111\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"348.226088\" y=\"165.342101\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"349.677445\" y=\"147.925971\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"351.128803\" y=\"148.60251\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"352.439706\" y=\"131.826482\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"353.891063\" y=\"143.577114\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"355.295602\" y=\"148.416279\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"356.746959\" y=\"166.925892\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"358.151498\" y=\"143.987703\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"359.602856\" y=\"154.170566\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"361.054213\" y=\"164.090213\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"362.458752\" y=\"175.229519\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"363.910109\" y=\"129.964618\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"365.314648\" y=\"165.828416\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"366.766005\" y=\"166.821564\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"368.217362\" y=\"131.33174\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"369.575084\" y=\"125.322056\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"371.026441\" y=\"170.665737\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"372.43098\" y=\"125.413623\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"373.882337\" y=\"149.975289\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"375.286876\" y=\"168.407807\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"376.738233\" y=\"165.864406\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"378.18959\" y=\"155.885962\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"379.59413\" y=\"139.686961\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"381.045487\" y=\"149.347592\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"382.450026\" y=\"161.65775\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"383.901383\" y=\"94.493034\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"385.35274\" y=\"128.174246\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"386.663643\" y=\"149.356514\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"388.115001\" y=\"165.789072\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"389.51954\" y=\"155.735346\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"390.970897\" y=\"126.367433\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"392.375436\" y=\"196.080489\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"393.826793\" y=\"143.778501\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"395.27815\" y=\"127.746101\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"396.682689\" y=\"133.472101\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"398.134047\" y=\"151.804985\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"399.538586\" y=\"133.299646\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"400.989943\" y=\"163.140053\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"402.4413\" y=\"160.333229\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"403.752203\" y=\"142.338366\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"405.20356\" y=\"150.376218\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"406.608099\" y=\"147.615702\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"408.059457\" y=\"144.144879\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"409.463996\" y=\"144.809598\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"410.915353\" y=\"119.795981\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"412.36671\" y=\"143.87366\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"413.771249\" y=\"122.874462\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"415.222606\" y=\"137.92848\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"416.627145\" y=\"107.803295\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"418.078503\" y=\"73.248545\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"419.52986\" y=\"149.073967\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"420.840763\" y=\"135.329012\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"422.29212\" y=\"99.387413\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"423.696659\" y=\"80.570661\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"425.148016\" y=\"132.781288\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"426.552556\" y=\"172.196717\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"428.003913\" y=\"197.409623\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"429.45527\" y=\"190.832604\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"430.859809\" y=\"163.395467\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"432.311166\" y=\"107.982176\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"433.715705\" y=\"139.793242\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"435.167062\" y=\"136.720104\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"436.61842\" y=\"226.947132\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"437.976141\" y=\"152.84614\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"439.427498\" y=\"104.599388\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"440.832037\" y=\"154.166532\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"442.283394\" y=\"149.026545\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"443.687933\" y=\"144.81619\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"445.13929\" y=\"140.363215\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"446.590648\" y=\"133.729281\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"447.995187\" y=\"155.712023\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"449.446544\" y=\"135.062432\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"450.851083\" y=\"129.247422\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"452.30244\" y=\"162.418889\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"453.753797\" y=\"140.037119\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"455.064701\" y=\"137.10613\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"456.516058\" y=\"148.508654\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"457.920597\" y=\"153.888028\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"459.371954\" y=\"150.625363\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"460.776493\" y=\"137.814925\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"462.22785\" y=\"137.421302\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"463.679207\" y=\"136.862257\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"465.083747\" y=\"147.656179\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"466.535104\" y=\"141.685123\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"467.939643\" y=\"154.380939\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"469.391\" y=\"147.474357\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"470.842357\" y=\"127.725634\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"472.15326\" y=\"169.022546\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"473.604617\" y=\"156.275699\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"475.009157\" y=\"156.126814\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"476.460514\" y=\"144.872449\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"477.865053\" y=\"174.898344\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"479.31641\" y=\"142.780585\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"480.767767\" y=\"165.08817\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"482.172306\" y=\"133.8594\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"483.623664\" y=\"173.951207\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"485.028203\" y=\"148.393646\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"486.47956\" y=\"159.356227\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"487.930917\" y=\"133.470373\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"489.24182\" y=\"97.362394\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"490.693177\" y=\"128.284277\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"492.097716\" y=\"147.829211\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"493.549074\" y=\"167.153631\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"494.953613\" y=\"136.562993\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"496.40497\" y=\"151.936028\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"497.856327\" y=\"152.011437\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"499.260866\" y=\"144.06514\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"500.712223\" y=\"143.478095\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"502.116762\" y=\"153.330556\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"503.56812\" y=\"124.341142\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"505.019477\" y=\"154.980506\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"506.377198\" y=\"157.897668\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"507.828555\" y=\"162.451439\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"509.233094\" y=\"132.204689\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"510.684451\" y=\"147.361298\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"512.088991\" y=\"129.902243\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"513.540348\" y=\"107.634525\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"514.991705\" y=\"137.195519\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"516.396244\" y=\"165.00362\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"517.847601\" y=\"145.683992\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"519.25214\" y=\"127.956204\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"520.703497\" y=\"137.874531\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"522.154855\" y=\"145.376134\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"523.465758\" y=\"143.744387\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"524.917115\" y=\"153.207609\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"526.321654\" y=\"145.888655\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"527.773011\" y=\"129.00246\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"529.17755\" y=\"148.788409\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"530.628907\" y=\"165.59604\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"532.080265\" y=\"131.056121\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"533.484804\" y=\"143.968625\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"534.936161\" y=\"148.476218\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"536.3407\" y=\"144.740908\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"537.792057\" y=\"138.827157\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"539.243414\" y=\"173.596158\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"540.554318\" y=\"135.72821\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"542.005675\" y=\"167.981832\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"543.410214\" y=\"168.832649\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"544.861571\" y=\"130.133636\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"546.26611\" y=\"122.717711\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"547.717467\" y=\"161.613038\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"549.168824\" y=\"151.986278\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"550.573364\" y=\"166.141073\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"552.024721\" y=\"161.793432\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"553.42926\" y=\"114.707687\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"554.880617\" y=\"153.405695\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"556.331974\" y=\"127.242832\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"557.642877\" y=\"143.785435\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"559.094234\" y=\"147.131543\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"560.498774\" y=\"140.921984\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"561.950131\" y=\"159.103721\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"563.35467\" y=\"146.677792\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"564.806027\" y=\"136.517868\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"566.257384\" y=\"164.896336\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"567.661923\" y=\"147.471748\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"569.11328\" y=\"156.885154\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"570.51782\" y=\"145.115759\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"571.969177\" y=\"152.825477\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"573.420534\" y=\"168.681514\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"574.778255\" y=\"117.497903\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"576.229612\" y=\"143.333954\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"577.634151\" y=\"138.955962\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"579.085509\" y=\"148.463158\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"580.490048\" y=\"160.157558\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"581.941405\" y=\"149.834163\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"583.392762\" y=\"158.082428\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m3fbece7228\" x=\"584.797301\" y=\"84.55233\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 52.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 610.160938 244.078125 \n",
       "L 610.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 52.160937 244.078125 \n",
       "L 610.160937 244.078125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 52.160937 22.318125 \n",
       "L 610.160937 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_42\">\n",
       "    <!-- China's Stock Market Monthly Rrturn -->\n",
       "    <g transform=\"translate(221.415312 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-27\" d=\"M 1147 4666 \n",
       "L 1147 2931 \n",
       "L 616 2931 \n",
       "L 616 4666 \n",
       "L 1147 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-27\" x=\"285.644531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"313.134766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"365.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"397.021484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"460.498047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"499.707031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"560.888672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"615.869141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"673.779297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\" x=\"705.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"791.845703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"853.125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"894.238281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"948.523438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1010.046875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1049.255859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\" x=\"1081.042969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1167.322266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1228.503906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1291.882812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"1331.091797\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"1394.470703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-79\" x=\"1422.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1481.433594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-52\" x=\"1513.220703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1582.703125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1623.816406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1663.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1726.404297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1765.767578\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 517.840937 40.460625 \n",
       "L 604.560938 40.460625 \n",
       "Q 606.160938 40.460625 606.160938 38.860625 \n",
       "L 606.160938 27.918125 \n",
       "Q 606.160938 26.318125 604.560938 26.318125 \n",
       "L 517.840937 26.318125 \n",
       "Q 516.240937 26.318125 516.240937 27.918125 \n",
       "L 516.240937 38.860625 \n",
       "Q 516.240937 40.460625 517.840937 40.460625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_41\">\n",
       "     <path d=\"M 519.440938 32.796875 \n",
       "L 527.440938 32.796875 \n",
       "L 535.440938 32.796875 \n",
       "\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#m3fbece7228\" x=\"527.440938\" y=\"32.796875\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_43\">\n",
       "     <!-- Monthly Return -->\n",
       "     <g transform=\"translate(541.840937 35.596875) scale(0.08 -0.08)\">\n",
       "      <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"86.279297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"147.460938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"210.839844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"250.048828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"313.427734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"341.210938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"400.390625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"432.177734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"497.160156\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"558.683594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"597.892578\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"661.271484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"700.634766\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"paac92ba89c\">\n",
       "   <rect x=\"52.160938\" y=\"22.318125\" width=\"558\" height=\"221.76\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,4))\n",
    "\n",
    "ax.plot('Return',#图片数据\n",
    "'.-',#图片类型，可以改成*--等，\n",
    "color='r',#图片颜色\n",
    "label='Monthly Return',#图片标签\n",
    "linewidth=1,#图片线宽\n",
    "data=Month_data)#图片数据来源\n",
    "ax.set_title(\"China's Stock Market Monthly Rrturn\")\n",
    "ax.set_ylabel('Return')#图片y轴标签\n",
    "ax.set_xlabel('Year')#图片x轴标签\n",
    "#设置x轴的日期显示格式\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax.xaxis.set_major_formatter(data_format)\n",
    "ax.xaxis.set_major_locator(mdates.YearLocator())\n",
    "#转置x轴的日期显示格式\n",
    "plt.xticks(rotation=90)\n",
    "#添加图例\n",
    "plt.legend(loc='upper right',fontsize= 8)\n",
    "fig.savefig('China_Stock_Market_Monthly_Return.pdf')#保存到特定文件夹到d盘\n",
    "\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 描述性统计"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 均值mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.005529576142575528"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(Month_data['2000':'2024']['Return'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0055"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(Month_data['2000':'2024']['Return']).mean().round(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0055"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(Month_data['2000':'2024']['Return'].mean(),4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "中国股票市场平均月收益率为：0.553%\n"
     ]
    }
   ],
   "source": [
    "print('中国股票市场平均月收益率为：',round(Month_data['2000':'2024']['Return'].mean()*100,4),\"%\",sep='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "中国股票市场平均季度收益率为：1.8704%\n"
     ]
    }
   ],
   "source": [
    "Quarter_data=data_new.resample('QE')['Return'].apply(lambda x:(1+x).prod()-1).to_frame()\n",
    "print('中国股票市场平均季度收益率为：',round(Quarter_data['2000':'2024']['Return'].mean()*100,4),\"%\",sep='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.005529576142575528"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(Month_data['2000':'2024']['Return'])/len(Month_data['2000':'2024']['Return'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\bar{R}=\\frac{\\sum{R}}{N}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    297.000000\n",
       "mean       0.005530\n",
       "std        0.070834\n",
       "min       -0.246314\n",
       "25%       -0.037767\n",
       "50%        0.004454\n",
       "75%        0.043145\n",
       "max        0.274464\n",
       "Name: Return, dtype: float64"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_data['2000':'2024']['Return'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "均值0.005 标准差是0.07\n",
    "\n",
    "第一组-0.24<=R<=0.037\n",
    "\n",
    "第二组-0.037<=R<=0.004\n",
    "\n",
    "第三组\n",
    "\n",
    "第四组"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分位数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[20,38,43,60,73,78,81,83,86,100]\n",
    "\n",
    "70分 40%分位数\n",
    "\n",
    "84分 80%分位数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[-0.06864738437339708,\n",
       " -0.048127928717510995,\n",
       " -0.0256577261430311,\n",
       " -0.006190944913624574,\n",
       " 0.004453785546283395,\n",
       " 0.018812575594151015,\n",
       " 0.035870471048765264,\n",
       " 0.052147828136706396,\n",
       " 0.08994844112131037]"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from statistics import quantiles\n",
    "quantiles(Month_data['2000':'2024']['Return'],n=10)\n",
    "#method='inclusive'不影响分组，所以用默认的就行，不用加metho='inclusive'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.177803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.207922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-07-31</th>\n",
       "      <td>0.103032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-04-30</th>\n",
       "      <td>0.224249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-06-30</th>\n",
       "      <td>0.249514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-06-30</th>\n",
       "      <td>0.066592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-11-30</th>\n",
       "      <td>0.089115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-31</th>\n",
       "      <td>0.053868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-02-29</th>\n",
       "      <td>0.081269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.173908</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>76 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Return\n",
       "Day                 \n",
       "1995-03-31  0.177803\n",
       "1995-05-31  0.207922\n",
       "1995-07-31  0.103032\n",
       "1996-04-30  0.224249\n",
       "1996-06-30  0.249514\n",
       "...              ...\n",
       "2022-06-30  0.066592\n",
       "2022-11-30  0.089115\n",
       "2023-01-31  0.053868\n",
       "2024-02-29  0.081269\n",
       "2024-09-30  0.173908\n",
       "\n",
       "[76 rows x 1 columns]"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_data[Month_data['Return']>0.052147828136706396]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.177803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.207922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-07-31</th>\n",
       "      <td>0.103032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-04-30</th>\n",
       "      <td>0.224249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-06-30</th>\n",
       "      <td>0.249514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-10-31</th>\n",
       "      <td>0.115564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997-03-31</th>\n",
       "      <td>0.186826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997-04-30</th>\n",
       "      <td>0.128890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-05-31</th>\n",
       "      <td>0.141311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-06-30</th>\n",
       "      <td>0.320558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-31</th>\n",
       "      <td>0.123242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-29</th>\n",
       "      <td>0.116990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-06-30</th>\n",
       "      <td>0.143185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-01-31</th>\n",
       "      <td>0.104718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-02-28</th>\n",
       "      <td>0.095803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-04-30</th>\n",
       "      <td>0.109312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-05-31</th>\n",
       "      <td>0.139618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-11-30</th>\n",
       "      <td>0.142166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-12-31</th>\n",
       "      <td>0.274464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-03-31</th>\n",
       "      <td>0.105138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-04-30</th>\n",
       "      <td>0.206437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-07-31</th>\n",
       "      <td>0.170212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-08-31</th>\n",
       "      <td>0.167252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-01-31</th>\n",
       "      <td>0.093283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-03-31</th>\n",
       "      <td>0.139405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-06-30</th>\n",
       "      <td>0.123980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-07-31</th>\n",
       "      <td>0.152972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-31</th>\n",
       "      <td>0.099705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-31</th>\n",
       "      <td>0.121695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31</th>\n",
       "      <td>0.145956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-30</th>\n",
       "      <td>0.108529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>0.205692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-31</th>\n",
       "      <td>0.132193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-30</th>\n",
       "      <td>0.185104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-31</th>\n",
       "      <td>0.108026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-31</th>\n",
       "      <td>0.117538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-28</th>\n",
       "      <td>0.137888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-31</th>\n",
       "      <td>0.109004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.173908</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Return\n",
       "Day                 \n",
       "1995-03-31  0.177803\n",
       "1995-05-31  0.207922\n",
       "1995-07-31  0.103032\n",
       "1996-04-30  0.224249\n",
       "1996-06-30  0.249514\n",
       "1996-10-31  0.115564\n",
       "1997-03-31  0.186826\n",
       "1997-04-30  0.128890\n",
       "1999-05-31  0.141311\n",
       "1999-06-30  0.320558\n",
       "2000-01-31  0.123242\n",
       "2000-02-29  0.116990\n",
       "2002-06-30  0.143185\n",
       "2003-01-31  0.104718\n",
       "2005-02-28  0.095803\n",
       "2006-04-30  0.109312\n",
       "2006-05-31  0.139618\n",
       "2006-11-30  0.142166\n",
       "2006-12-31  0.274464\n",
       "2007-03-31  0.105138\n",
       "2007-04-30  0.206437\n",
       "2007-07-31  0.170212\n",
       "2007-08-31  0.167252\n",
       "2009-01-31  0.093283\n",
       "2009-03-31  0.139405\n",
       "2009-06-30  0.123980\n",
       "2009-07-31  0.152972\n",
       "2010-07-31  0.099705\n",
       "2010-10-31  0.121695\n",
       "2012-12-31  0.145956\n",
       "2014-11-30  0.108529\n",
       "2014-12-31  0.205692\n",
       "2015-03-31  0.132193\n",
       "2015-04-30  0.185104\n",
       "2015-10-31  0.108026\n",
       "2016-03-31  0.117538\n",
       "2019-02-28  0.137888\n",
       "2020-07-31  0.109004\n",
       "2024-09-30  0.173908"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_data[Month_data['Return']>0.0899]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.207922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-04-30</th>\n",
       "      <td>0.224249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-06-30</th>\n",
       "      <td>0.249514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-06-30</th>\n",
       "      <td>0.320558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-12-31</th>\n",
       "      <td>0.274464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-04-30</th>\n",
       "      <td>0.206437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>0.205692</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Return\n",
       "Day                 \n",
       "1995-05-31  0.207922\n",
       "1996-04-30  0.224249\n",
       "1996-06-30  0.249514\n",
       "1999-06-30  0.320558\n",
       "2006-12-31  0.274464\n",
       "2007-04-30  0.206437\n",
       "2014-12-31  0.205692"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_data[Month_data['Return']>0.2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 方差/标准差\n",
    "\n",
    "varianc \n",
    "$\\sigma^2$\n",
    "\n",
    "standard deviation标准差就是\n",
    "$\\sigma$\n",
    "\n",
    "\n",
    "$$\n",
    "\\sigma^2=\\frac{\\sum{(R-\\bar{R})^2}}{N}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Variance</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>0.000260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>0.001130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.000551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>0.000407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.006924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>0.000048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>0.000031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>0.000065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>0.000031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.000533</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Variance\n",
       "Day                 \n",
       "1995-01-31  0.000260\n",
       "1995-02-28  0.001130\n",
       "1995-03-31  0.000551\n",
       "1995-04-30  0.000407\n",
       "1995-05-31  0.006924\n",
       "...              ...\n",
       "2024-05-31  0.000048\n",
       "2024-06-30  0.000031\n",
       "2024-07-31  0.000065\n",
       "2024-08-31  0.000031\n",
       "2024-09-30  0.000533\n",
       "\n",
       "[357 rows x 1 columns]"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_varince=data_new.resample('ME')['Return'].var().to_frame()\n",
    "Month_varince.rename(columns={'Return':'Variance'},inplace=True)\n",
    "Month_varince"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"739.66875pt\" height=\"408.28625pt\" viewBox=\"0 0 739.66875 408.28625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-10-09T15:18:21.591674</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 408.28625 \n",
       "L 739.66875 408.28625 \n",
       "L 739.66875 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 62.86875 354.958125 \n",
       "L 732.46875 354.958125 \n",
       "L 732.46875 22.318125 \n",
       "L 62.86875 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"md054b70d19\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"66.61544\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1999 -->\n",
       "      <g transform=\"translate(69.374815 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"91.27805\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(94.037425 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"116.008229\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2001 -->\n",
       "      <g transform=\"translate(118.767604 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"140.670839\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2002 -->\n",
       "      <g transform=\"translate(143.430214 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"165.333449\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2003 -->\n",
       "      <g transform=\"translate(168.092824 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"189.996059\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2004 -->\n",
       "      <g transform=\"translate(192.755434 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"214.726238\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(217.485613 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"239.388848\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2006 -->\n",
       "      <g transform=\"translate(242.148223 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"264.051458\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2007 -->\n",
       "      <g transform=\"translate(266.810833 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"288.714068\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(291.473443 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"313.444247\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 2009 -->\n",
       "      <g transform=\"translate(316.203622 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"338.106857\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(340.866232 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"362.769467\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 2011 -->\n",
       "      <g transform=\"translate(365.528842 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"387.432078\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(390.191453 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_15\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"412.162256\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 2013 -->\n",
       "      <g transform=\"translate(414.921631 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_16\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"436.824867\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 2014 -->\n",
       "      <g transform=\"translate(439.584242 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_17\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"461.487477\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(464.246852 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_18\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"486.150087\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(488.909462 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_19\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"510.880266\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 2017 -->\n",
       "      <g transform=\"translate(513.639641 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_20\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"535.542876\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_20\">\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(538.302251 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_21\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"560.205486\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_21\">\n",
       "      <!-- 2019 -->\n",
       "      <g transform=\"translate(562.964861 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_22\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"584.868096\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_22\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(587.627471 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_23\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"609.598275\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 2021 -->\n",
       "      <g transform=\"translate(612.35765 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_24\">\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"634.260885\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 2022 -->\n",
       "      <g transform=\"translate(637.02026 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_25\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"658.923495\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 2023 -->\n",
       "      <g transform=\"translate(661.68287 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_26\">\n",
       "     <g id=\"line2d_26\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"683.586105\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_26\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(686.34548 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_27\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md054b70d19\" x=\"708.316284\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_27\">\n",
       "      <!-- 2025 -->\n",
       "      <g transform=\"translate(711.075659 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_28\">\n",
       "     <!-- Year -->\n",
       "     <g transform=\"translate(387.08125 399.006562) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-59\" d=\"M -13 4666 \n",
       "L 666 4666 \n",
       "L 1959 2747 \n",
       "L 3244 4666 \n",
       "L 3922 4666 \n",
       "L 2272 2222 \n",
       "L 2272 0 \n",
       "L 1638 0 \n",
       "L 1638 2222 \n",
       "L -13 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-59\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"47.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"109.357422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"170.636719\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_28\">\n",
       "      <defs>\n",
       "       <path id=\"m0509ee110e\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0509ee110e\" x=\"62.86875\" y=\"341.437976\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_29\">\n",
       "      <!-- 0.0000 -->\n",
       "      <g transform=\"translate(20.878125 345.237195) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"286.279297\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0509ee110e\" x=\"62.86875\" y=\"300.835899\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_30\">\n",
       "      <!-- 0.0002 -->\n",
       "      <g transform=\"translate(20.878125 304.635118) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"286.279297\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_30\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0509ee110e\" x=\"62.86875\" y=\"260.233823\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_31\">\n",
       "      <!-- 0.0004 -->\n",
       "      <g transform=\"translate(20.878125 264.033042) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"286.279297\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_31\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0509ee110e\" x=\"62.86875\" y=\"219.631747\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_32\">\n",
       "      <!-- 0.0006 -->\n",
       "      <g transform=\"translate(20.878125 223.430965) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"286.279297\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_32\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0509ee110e\" x=\"62.86875\" y=\"179.02967\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_33\">\n",
       "      <!-- 0.0008 -->\n",
       "      <g transform=\"translate(20.878125 182.828889) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"286.279297\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_33\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0509ee110e\" x=\"62.86875\" y=\"138.427594\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_34\">\n",
       "      <!-- 0.0010 -->\n",
       "      <g transform=\"translate(20.878125 142.226813) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"222.65625\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"286.279297\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_34\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0509ee110e\" x=\"62.86875\" y=\"97.825518\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_35\">\n",
       "      <!-- 0.0012 -->\n",
       "      <g transform=\"translate(20.878125 101.624736) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"222.65625\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"286.279297\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_35\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0509ee110e\" x=\"62.86875\" y=\"57.223441\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_36\">\n",
       "      <!-- 0.0014 -->\n",
       "      <g transform=\"translate(20.878125 61.02266) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"222.65625\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"286.279297\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_37\">\n",
       "     <!-- Variance -->\n",
       "     <g transform=\"translate(14.798437 210.238125) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-56\" d=\"M 1831 0 \n",
       "L 50 4666 \n",
       "L 709 4666 \n",
       "L 2188 738 \n",
       "L 3669 4666 \n",
       "L 4325 4666 \n",
       "L 2547 0 \n",
       "L 1831 0 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-56\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"60.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"121.9375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"163.050781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"190.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"252.113281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"315.492188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"370.472656\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_36\">\n",
       "    <path d=\"M 93.305114 256.892063 \n",
       "L 95.264609 112.524871 \n",
       "L 97.359241 269.861906 \n",
       "L 99.386305 315.032368 \n",
       "L 101.480938 300.180629 \n",
       "L 103.508002 328.280329 \n",
       "L 105.602634 333.037491 \n",
       "L 107.697267 326.125096 \n",
       "L 109.724331 313.240563 \n",
       "L 111.818963 330.010231 \n",
       "L 113.846027 324.870272 \n",
       "L 115.94066 334.310593 \n",
       "L 118.035293 309.729479 \n",
       "L 119.927219 309.066901 \n",
       "L 122.021851 331.412871 \n",
       "L 124.048915 328.556083 \n",
       "L 126.143548 335.180712 \n",
       "L 128.170612 328.807877 \n",
       "L 130.265244 308.086344 \n",
       "L 132.359877 291.989328 \n",
       "L 134.386941 306.393591 \n",
       "L 136.481574 133.797421 \n",
       "L 138.508637 305.087296 \n",
       "L 140.60327 318.573653 \n",
       "L 142.697903 139.049992 \n",
       "L 144.589829 307.269662 \n",
       "L 146.684462 283.605369 \n",
       "L 148.711525 316.980602 \n",
       "L 150.806158 304.607928 \n",
       "L 152.833222 213.158403 \n",
       "L 154.927855 330.364696 \n",
       "L 157.022487 332.739591 \n",
       "L 159.049551 332.900372 \n",
       "L 161.144184 325.642287 \n",
       "L 163.171248 298.435186 \n",
       "L 165.26588 320.702647 \n",
       "L 167.360513 273.655105 \n",
       "L 169.252439 320.931233 \n",
       "L 171.347072 321.788078 \n",
       "L 173.374136 296.169524 \n",
       "L 175.468768 304.02881 \n",
       "L 177.495832 328.814539 \n",
       "L 179.590465 329.048928 \n",
       "L 181.685097 334.948997 \n",
       "L 183.712161 328.752435 \n",
       "L 185.806794 318.049435 \n",
       "L 187.833858 297.393145 \n",
       "L 189.92849 317.544201 \n",
       "L 192.023123 285.658285 \n",
       "L 193.982618 306.492896 \n",
       "L 196.077251 316.900428 \n",
       "L 198.104314 324.032928 \n",
       "L 200.198947 302.605564 \n",
       "L 202.226011 308.747408 \n",
       "L 204.320644 304.809916 \n",
       "L 206.415276 318.600496 \n",
       "L 208.44234 258.704892 \n",
       "L 210.536973 296.152129 \n",
       "L 212.564037 313.209737 \n",
       "L 214.658669 324.809634 \n",
       "L 216.753302 311.081711 \n",
       "L 218.645228 277.573907 \n",
       "L 220.739861 319.832203 \n",
       "L 222.766925 291.601643 \n",
       "L 224.861557 319.963054 \n",
       "L 226.888621 230.742496 \n",
       "L 228.983254 296.444676 \n",
       "L 231.077886 303.555614 \n",
       "L 233.10495 309.002737 \n",
       "L 235.199583 317.086274 \n",
       "L 237.226647 324.30176 \n",
       "L 239.321279 332.235278 \n",
       "L 241.415912 322.447175 \n",
       "L 243.307838 317.756554 \n",
       "L 245.402471 326.387426 \n",
       "L 247.429535 318.103484 \n",
       "L 249.524167 245.52559 \n",
       "L 251.551231 283.726069 \n",
       "L 253.645864 288.146835 \n",
       "L 255.740496 316.120222 \n",
       "L 257.76756 329.355543 \n",
       "L 259.862193 318.971452 \n",
       "L 261.889257 320.218083 \n",
       "L 263.983889 275.805928 \n",
       "L 266.078522 192.280188 \n",
       "L 267.970448 124.908588 \n",
       "L 270.065081 304.229247 \n",
       "L 272.092145 280.886968 \n",
       "L 274.186777 238.068574 \n",
       "L 276.213841 163.699161 \n",
       "L 278.308474 239.824587 \n",
       "L 280.403107 266.8651 \n",
       "L 282.43017 280.865034 \n",
       "L 284.524803 245.937698 \n",
       "L 286.551867 234.974093 \n",
       "L 288.6465 291.597718 \n",
       "L 290.741132 197.743859 \n",
       "L 292.700627 167.689943 \n",
       "L 294.79526 202.764007 \n",
       "L 296.822324 67.36491 \n",
       "L 298.916956 247.720137 \n",
       "L 300.94402 132.826633 \n",
       "L 303.038653 236.637806 \n",
       "L 305.133285 176.540414 \n",
       "L 307.160349 73.68727 \n",
       "L 309.254982 189.810577 \n",
       "L 311.282046 127.106072 \n",
       "L 313.376678 251.92193 \n",
       "L 315.471311 273.972827 \n",
       "L 317.363237 202.002127 \n",
       "L 319.45787 261.870011 \n",
       "L 321.484934 279.542828 \n",
       "L 323.579566 307.360365 \n",
       "L 325.60663 315.079388 \n",
       "L 327.701263 280.349078 \n",
       "L 329.795896 174.666604 \n",
       "L 331.822959 275.914847 \n",
       "L 333.917592 275.878967 \n",
       "L 335.944656 278.251877 \n",
       "L 338.039289 303.007251 \n",
       "L 340.133921 302.754655 \n",
       "L 342.025847 314.830771 \n",
       "L 344.12048 318.187758 \n",
       "L 346.147544 304.343462 \n",
       "L 348.242177 256.82494 \n",
       "L 350.26924 293.52147 \n",
       "L 352.363873 311.42561 \n",
       "L 354.458506 307.89721 \n",
       "L 356.48557 320.892522 \n",
       "L 358.580202 297.646332 \n",
       "L 360.607266 271.168963 \n",
       "L 362.701899 312.594605 \n",
       "L 364.796531 301.088098 \n",
       "L 368.78309 325.550509 \n",
       "L 370.810154 324.545982 \n",
       "L 372.904787 319.985616 \n",
       "L 374.931851 318.765104 \n",
       "L 377.026483 320.016636 \n",
       "L 379.121116 303.686572 \n",
       "L 381.14818 309.405187 \n",
       "L 383.242812 301.012131 \n",
       "L 385.269876 309.986269 \n",
       "L 387.364509 316.223563 \n",
       "L 389.459141 273.488154 \n",
       "L 391.418636 323.161521 \n",
       "L 393.513269 315.42033 \n",
       "L 395.540333 324.257653 \n",
       "L 397.634966 324.372212 \n",
       "L 399.662029 321.305337 \n",
       "L 401.756662 327.141227 \n",
       "L 403.851295 328.839503 \n",
       "L 405.878359 301.930169 \n",
       "L 407.972991 328.365722 \n",
       "L 410.000055 326.065252 \n",
       "L 412.094688 304.512241 \n",
       "L 414.18932 315.437563 \n",
       "L 418.175879 299.025969 \n",
       "L 420.202943 320.091089 \n",
       "L 422.297576 329.507337 \n",
       "L 424.32464 291.184638 \n",
       "L 426.419272 304.974256 \n",
       "L 428.513905 326.016138 \n",
       "L 430.540969 311.710306 \n",
       "L 432.635601 318.12458 \n",
       "L 434.662665 321.761765 \n",
       "L 436.757298 324.517624 \n",
       "L 438.85193 325.641236 \n",
       "L 440.743857 317.253603 \n",
       "L 442.838489 317.383595 \n",
       "L 444.865553 324.303612 \n",
       "L 446.960186 330.952062 \n",
       "L 448.98725 332.143042 \n",
       "L 451.081882 330.743338 \n",
       "L 453.176515 329.016987 \n",
       "L 457.298211 325.293759 \n",
       "L 459.325275 323.795615 \n",
       "L 461.419908 241.818121 \n",
       "L 463.514541 202.950103 \n",
       "L 465.406467 300.878952 \n",
       "L 467.501099 309.978933 \n",
       "L 469.528163 297.34362 \n",
       "L 471.622796 206.439698 \n",
       "L 473.64986 113.577232 \n",
       "L 475.744492 73.182665 \n",
       "L 477.839125 37.438125 \n",
       "L 479.866189 247.83478 \n",
       "L 481.960822 288.976085 \n",
       "L 483.987885 272.376711 \n",
       "L 486.082518 308.036076 \n",
       "L 488.177151 116.611054 \n",
       "L 490.136646 232.440941 \n",
       "L 492.231278 297.173109 \n",
       "L 494.258342 321.817157 \n",
       "L 496.352975 306.532019 \n",
       "L 498.380039 320.411992 \n",
       "L 500.474671 326.416332 \n",
       "L 502.569304 330.110305 \n",
       "L 504.596368 331.258905 \n",
       "L 506.691 333.017638 \n",
       "L 508.718064 334.269232 \n",
       "L 510.812697 329.396631 \n",
       "L 512.90733 336.544425 \n",
       "L 514.799256 335.698547 \n",
       "L 516.893888 336.055687 \n",
       "L 518.920952 332.242107 \n",
       "L 521.015585 334.773486 \n",
       "L 523.042649 336.20887 \n",
       "L 525.137281 335.412839 \n",
       "L 527.231914 332.39464 \n",
       "L 529.258978 339.838125 \n",
       "L 531.353611 339.013761 \n",
       "L 533.380674 332.076812 \n",
       "L 535.475307 333.487263 \n",
       "L 537.56994 334.3584 \n",
       "L 539.461866 279.629979 \n",
       "L 541.556499 321.597847 \n",
       "L 543.583562 319.279534 \n",
       "L 545.678195 323.086077 \n",
       "L 547.705259 312.673991 \n",
       "L 551.894524 307.590236 \n",
       "L 553.921588 317.265985 \n",
       "L 556.016221 237.588082 \n",
       "L 558.043285 312.189352 \n",
       "L 560.137917 321.801392 \n",
       "L 562.23255 327.949101 \n",
       "L 564.124476 282.159737 \n",
       "L 566.219109 281.941193 \n",
       "L 568.246173 311.454708 \n",
       "L 570.340805 275.892353 \n",
       "L 572.367869 319.806477 \n",
       "L 574.462502 324.598633 \n",
       "L 576.557134 322.265108 \n",
       "L 578.584198 328.387982 \n",
       "L 580.678831 332.314379 \n",
       "L 582.705895 332.199383 \n",
       "L 584.800527 332.419391 \n",
       "L 586.89516 321.044704 \n",
       "L 588.854655 243.978063 \n",
       "L 590.949288 271.626179 \n",
       "L 592.976351 324.702708 \n",
       "L 595.070984 331.55113 \n",
       "L 597.098048 330.249251 \n",
       "L 599.192681 245.845338 \n",
       "L 601.287313 319.727422 \n",
       "L 603.314377 323.199447 \n",
       "L 605.40901 320.844414 \n",
       "L 607.436074 327.962551 \n",
       "L 609.530706 325.242754 \n",
       "L 611.625339 321.688 \n",
       "L 613.517265 312.194632 \n",
       "L 615.611898 307.191153 \n",
       "L 617.638962 332.621174 \n",
       "L 619.733594 327.666082 \n",
       "L 621.760658 334.274824 \n",
       "L 623.855291 319.517901 \n",
       "L 625.949923 323.345037 \n",
       "L 627.976987 325.158821 \n",
       "L 630.07162 332.131634 \n",
       "L 632.098684 334.532717 \n",
       "L 634.193316 331.847753 \n",
       "L 636.287949 324.823327 \n",
       "L 638.179875 324.919059 \n",
       "L 640.274508 280.647809 \n",
       "L 642.301572 273.407136 \n",
       "L 644.396204 319.734035 \n",
       "L 646.423268 325.291535 \n",
       "L 648.517901 328.45517 \n",
       "L 650.612533 325.649686 \n",
       "L 652.639597 325.413416 \n",
       "L 654.73423 314.613068 \n",
       "L 656.761294 318.349014 \n",
       "L 658.855926 330.458284 \n",
       "L 660.950559 336.529592 \n",
       "L 662.842485 329.16681 \n",
       "L 664.937118 331.309555 \n",
       "L 666.964182 329.722439 \n",
       "L 669.058814 326.230029 \n",
       "L 671.085878 330.894058 \n",
       "L 673.180511 326.481427 \n",
       "L 675.275144 328.282898 \n",
       "L 677.302207 332.001246 \n",
       "L 679.39684 328.528139 \n",
       "L 681.423904 336.636369 \n",
       "L 683.518537 331.344166 \n",
       "L 685.613169 309.603232 \n",
       "L 687.572664 299.537814 \n",
       "L 689.667297 332.935783 \n",
       "L 691.694361 325.206347 \n",
       "L 693.788993 331.673994 \n",
       "L 695.816057 335.103242 \n",
       "L 697.91069 328.171885 \n",
       "L 700.005323 335.097697 \n",
       "L 702.032386 233.160936 \n",
       "L 702.032386 233.160936 \n",
       "\" clip-path=\"url(#p2e4c34a34c)\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"m9c1bb7c4c3\" d=\"M 0 1.5 \n",
       "C 0.397805 1.5 0.77937 1.341951 1.06066 1.06066 \n",
       "C 1.341951 0.77937 1.5 0.397805 1.5 0 \n",
       "C 1.5 -0.397805 1.341951 -0.77937 1.06066 -1.06066 \n",
       "C 0.77937 -1.341951 0.397805 -1.5 0 -1.5 \n",
       "C -0.397805 -1.5 -0.77937 -1.341951 -1.06066 -1.06066 \n",
       "C -1.341951 -0.77937 -1.5 -0.397805 -1.5 0 \n",
       "C -1.5 0.397805 -1.341951 0.77937 -1.06066 1.06066 \n",
       "C -0.77937 1.341951 -0.397805 1.5 0 1.5 \n",
       "z\n",
       "\" style=\"stroke: #ff0000\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p2e4c34a34c)\">\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"93.305114\" y=\"256.892063\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"95.264609\" y=\"112.524871\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"97.359241\" y=\"269.861906\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"99.386305\" y=\"315.032368\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"101.480938\" y=\"300.180629\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"103.508002\" y=\"328.280329\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"105.602634\" y=\"333.037491\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"107.697267\" y=\"326.125096\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"109.724331\" y=\"313.240563\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"111.818963\" y=\"330.010231\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"113.846027\" y=\"324.870272\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"115.94066\" y=\"334.310593\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"118.035293\" y=\"309.729479\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"119.927219\" y=\"309.066901\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"122.021851\" y=\"331.412871\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"124.048915\" y=\"328.556083\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"126.143548\" y=\"335.180712\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"128.170612\" y=\"328.807877\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"130.265244\" y=\"308.086344\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"132.359877\" y=\"291.989328\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"134.386941\" y=\"306.393591\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"136.481574\" y=\"133.797421\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"138.508637\" y=\"305.087296\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"140.60327\" y=\"318.573653\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"142.697903\" y=\"139.049992\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"144.589829\" y=\"307.269662\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"146.684462\" y=\"283.605369\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"148.711525\" y=\"316.980602\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"150.806158\" y=\"304.607928\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"152.833222\" y=\"213.158403\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"154.927855\" y=\"330.364696\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"157.022487\" y=\"332.739591\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"159.049551\" y=\"332.900372\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"161.144184\" y=\"325.642287\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"163.171248\" y=\"298.435186\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"165.26588\" y=\"320.702647\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"167.360513\" y=\"273.655105\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"169.252439\" y=\"320.931233\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"171.347072\" y=\"321.788078\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"173.374136\" y=\"296.169524\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"175.468768\" y=\"304.02881\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"177.495832\" y=\"328.814539\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"179.590465\" y=\"329.048928\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"181.685097\" y=\"334.948997\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"183.712161\" y=\"328.752435\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"185.806794\" y=\"318.049435\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"187.833858\" y=\"297.393145\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"189.92849\" y=\"317.544201\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"192.023123\" y=\"285.658285\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"193.982618\" y=\"306.492896\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"196.077251\" y=\"316.900428\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"198.104314\" y=\"324.032928\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"200.198947\" y=\"302.605564\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"202.226011\" y=\"308.747408\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"204.320644\" y=\"304.809916\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"206.415276\" y=\"318.600496\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"208.44234\" y=\"258.704892\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"210.536973\" y=\"296.152129\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"212.564037\" y=\"313.209737\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"214.658669\" y=\"324.809634\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"216.753302\" y=\"311.081711\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"218.645228\" y=\"277.573907\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"220.739861\" y=\"319.832203\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"222.766925\" y=\"291.601643\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"224.861557\" y=\"319.963054\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"226.888621\" y=\"230.742496\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"228.983254\" y=\"296.444676\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"231.077886\" y=\"303.555614\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"233.10495\" y=\"309.002737\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"235.199583\" y=\"317.086274\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"237.226647\" y=\"324.30176\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"239.321279\" y=\"332.235278\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"241.415912\" y=\"322.447175\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"243.307838\" y=\"317.756554\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"245.402471\" y=\"326.387426\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"247.429535\" y=\"318.103484\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"249.524167\" y=\"245.52559\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"251.551231\" y=\"283.726069\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"253.645864\" y=\"288.146835\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"255.740496\" y=\"316.120222\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"257.76756\" y=\"329.355543\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"259.862193\" y=\"318.971452\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"261.889257\" y=\"320.218083\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"263.983889\" y=\"275.805928\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"266.078522\" y=\"192.280188\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"267.970448\" y=\"124.908588\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"270.065081\" y=\"304.229247\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"272.092145\" y=\"280.886968\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"274.186777\" y=\"238.068574\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"276.213841\" y=\"163.699161\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"278.308474\" y=\"239.824587\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"280.403107\" y=\"266.8651\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"282.43017\" y=\"280.865034\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"284.524803\" y=\"245.937698\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"286.551867\" y=\"234.974093\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"288.6465\" y=\"291.597718\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"290.741132\" y=\"197.743859\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"292.700627\" y=\"167.689943\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"294.79526\" y=\"202.764007\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"296.822324\" y=\"67.36491\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"298.916956\" y=\"247.720137\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"300.94402\" y=\"132.826633\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"303.038653\" y=\"236.637806\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"305.133285\" y=\"176.540414\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"307.160349\" y=\"73.68727\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"309.254982\" y=\"189.810577\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"311.282046\" y=\"127.106072\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"313.376678\" y=\"251.92193\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"315.471311\" y=\"273.972827\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"317.363237\" y=\"202.002127\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"319.45787\" y=\"261.870011\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"321.484934\" y=\"279.542828\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"323.579566\" y=\"307.360365\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"325.60663\" y=\"315.079388\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"327.701263\" y=\"280.349078\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"329.795896\" y=\"174.666604\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"331.822959\" y=\"275.914847\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"333.917592\" y=\"275.878967\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"335.944656\" y=\"278.251877\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"338.039289\" y=\"303.007251\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"340.133921\" y=\"302.754655\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"342.025847\" y=\"314.830771\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"344.12048\" y=\"318.187758\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"346.147544\" y=\"304.343462\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"348.242177\" y=\"256.82494\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"350.26924\" y=\"293.52147\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"352.363873\" y=\"311.42561\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"354.458506\" y=\"307.89721\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"356.48557\" y=\"320.892522\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"358.580202\" y=\"297.646332\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"360.607266\" y=\"271.168963\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"362.701899\" y=\"312.594605\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"364.796531\" y=\"301.088098\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"366.688458\" y=\"312.808049\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"368.78309\" y=\"325.550509\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"370.810154\" y=\"324.545982\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"372.904787\" y=\"319.985616\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"374.931851\" y=\"318.765104\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"377.026483\" y=\"320.016636\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"379.121116\" y=\"303.686572\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"381.14818\" y=\"309.405187\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"383.242812\" y=\"301.012131\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"385.269876\" y=\"309.986269\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"387.364509\" y=\"316.223563\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"389.459141\" y=\"273.488154\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"391.418636\" y=\"323.161521\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"393.513269\" y=\"315.42033\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"395.540333\" y=\"324.257653\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"397.634966\" y=\"324.372212\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"399.662029\" y=\"321.305337\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"401.756662\" y=\"327.141227\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"403.851295\" y=\"328.839503\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"405.878359\" y=\"301.930169\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"407.972991\" y=\"328.365722\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"410.000055\" y=\"326.065252\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"412.094688\" y=\"304.512241\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"414.18932\" y=\"315.437563\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"416.081247\" y=\"307.843774\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"418.175879\" y=\"299.025969\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"420.202943\" y=\"320.091089\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"422.297576\" y=\"329.507337\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"424.32464\" y=\"291.184638\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"426.419272\" y=\"304.974256\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"428.513905\" y=\"326.016138\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"430.540969\" y=\"311.710306\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"432.635601\" y=\"318.12458\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"434.662665\" y=\"321.761765\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"436.757298\" y=\"324.517624\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"438.85193\" y=\"325.641236\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"440.743857\" y=\"317.253603\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"442.838489\" y=\"317.383595\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"444.865553\" y=\"324.303612\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"446.960186\" y=\"330.952062\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"448.98725\" y=\"332.143042\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"451.081882\" y=\"330.743338\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"453.176515\" y=\"329.016987\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"455.203579\" y=\"327.190326\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"457.298211\" y=\"325.293759\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"459.325275\" y=\"323.795615\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"461.419908\" y=\"241.818121\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"463.514541\" y=\"202.950103\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"465.406467\" y=\"300.878952\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"467.501099\" y=\"309.978933\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"469.528163\" y=\"297.34362\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"471.622796\" y=\"206.439698\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"473.64986\" y=\"113.577232\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"475.744492\" y=\"73.182665\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"477.839125\" y=\"37.438125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"479.866189\" y=\"247.83478\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"481.960822\" y=\"288.976085\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"483.987885\" y=\"272.376711\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"486.082518\" y=\"308.036076\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"488.177151\" y=\"116.611054\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"490.136646\" y=\"232.440941\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"492.231278\" y=\"297.173109\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"494.258342\" y=\"321.817157\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"496.352975\" y=\"306.532019\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"498.380039\" y=\"320.411992\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"500.474671\" y=\"326.416332\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"502.569304\" y=\"330.110305\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"504.596368\" y=\"331.258905\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"506.691\" y=\"333.017638\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"508.718064\" y=\"334.269232\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"510.812697\" y=\"329.396631\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"512.90733\" y=\"336.544425\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"514.799256\" y=\"335.698547\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"516.893888\" y=\"336.055687\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"518.920952\" y=\"332.242107\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"521.015585\" y=\"334.773486\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"523.042649\" y=\"336.20887\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"525.137281\" y=\"335.412839\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"527.231914\" y=\"332.39464\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"529.258978\" y=\"339.838125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"531.353611\" y=\"339.013761\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"533.380674\" y=\"332.076812\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"535.475307\" y=\"333.487263\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"537.56994\" y=\"334.3584\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"539.461866\" y=\"279.629979\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"541.556499\" y=\"321.597847\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"543.583562\" y=\"319.279534\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"545.678195\" y=\"323.086077\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"547.705259\" y=\"312.673991\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"549.799892\" y=\"310.098643\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"551.894524\" y=\"307.590236\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"553.921588\" y=\"317.265985\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"556.016221\" y=\"237.588082\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"558.043285\" y=\"312.189352\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"560.137917\" y=\"321.801392\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"562.23255\" y=\"327.949101\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"564.124476\" y=\"282.159737\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"566.219109\" y=\"281.941193\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"568.246173\" y=\"311.454708\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"570.340805\" y=\"275.892353\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"572.367869\" y=\"319.806477\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"574.462502\" y=\"324.598633\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"576.557134\" y=\"322.265108\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"578.584198\" y=\"328.387982\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"580.678831\" y=\"332.314379\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"582.705895\" y=\"332.199383\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"584.800527\" y=\"332.419391\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"586.89516\" y=\"321.044704\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"588.854655\" y=\"243.978063\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"590.949288\" y=\"271.626179\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"592.976351\" y=\"324.702708\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"595.070984\" y=\"331.55113\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"597.098048\" y=\"330.249251\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"599.192681\" y=\"245.845338\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"601.287313\" y=\"319.727422\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"603.314377\" y=\"323.199447\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"605.40901\" y=\"320.844414\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"607.436074\" y=\"327.962551\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"609.530706\" y=\"325.242754\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"611.625339\" y=\"321.688\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"613.517265\" y=\"312.194632\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"615.611898\" y=\"307.191153\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"617.638962\" y=\"332.621174\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"619.733594\" y=\"327.666082\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"621.760658\" y=\"334.274824\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"623.855291\" y=\"319.517901\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"625.949923\" y=\"323.345037\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"627.976987\" y=\"325.158821\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"630.07162\" y=\"332.131634\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"632.098684\" y=\"334.532717\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"634.193316\" y=\"331.847753\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"636.287949\" y=\"324.823327\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"638.179875\" y=\"324.919059\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"640.274508\" y=\"280.647809\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"642.301572\" y=\"273.407136\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"644.396204\" y=\"319.734035\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"646.423268\" y=\"325.291535\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"648.517901\" y=\"328.45517\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"650.612533\" y=\"325.649686\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"652.639597\" y=\"325.413416\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"654.73423\" y=\"314.613068\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"656.761294\" y=\"318.349014\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"658.855926\" y=\"330.458284\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"660.950559\" y=\"336.529592\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"662.842485\" y=\"329.16681\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"664.937118\" y=\"331.309555\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"666.964182\" y=\"329.722439\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"669.058814\" y=\"326.230029\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"671.085878\" y=\"330.894058\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"673.180511\" y=\"326.481427\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"675.275144\" y=\"328.282898\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"677.302207\" y=\"332.001246\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"679.39684\" y=\"328.528139\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"681.423904\" y=\"336.636369\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"683.518537\" y=\"331.344166\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"685.613169\" y=\"309.603232\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"687.572664\" y=\"299.537814\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"689.667297\" y=\"332.935783\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"691.694361\" y=\"325.206347\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"693.788993\" y=\"331.673994\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"695.816057\" y=\"335.103242\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"697.91069\" y=\"328.171885\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"700.005323\" y=\"335.097697\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m9c1bb7c4c3\" x=\"702.032386\" y=\"233.160936\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 62.86875 354.958125 \n",
       "L 62.86875 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 732.46875 354.958125 \n",
       "L 732.46875 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 62.86875 354.958125 \n",
       "L 732.46875 354.958125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 62.86875 22.318125 \n",
       "L 732.46875 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_38\">\n",
       "    <!-- China's stock market Variance -->\n",
       "    <g transform=\"translate(306.90375 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-27\" d=\"M 1147 4666 \n",
       "L 1147 2931 \n",
       "L 616 2931 \n",
       "L 616 4666 \n",
       "L 1147 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-27\" x=\"285.644531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"313.134766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"365.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"397.021484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"449.121094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"488.330078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"549.511719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"604.492188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"662.402344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"694.189453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"791.601562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"852.880859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"893.994141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"948.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1009.802734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1049.011719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-56\" x=\"1080.798828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1141.457031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1202.736328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1243.849609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1271.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1332.912109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"1396.291016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1451.271484\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 637.60625 40.460625 \n",
       "L 726.86875 40.460625 \n",
       "Q 728.46875 40.460625 728.46875 38.860625 \n",
       "L 728.46875 27.918125 \n",
       "Q 728.46875 26.318125 726.86875 26.318125 \n",
       "L 637.60625 26.318125 \n",
       "Q 636.00625 26.318125 636.00625 27.918125 \n",
       "L 636.00625 38.860625 \n",
       "Q 636.00625 40.460625 637.60625 40.460625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_37\">\n",
       "     <path d=\"M 639.20625 32.796875 \n",
       "L 647.20625 32.796875 \n",
       "L 655.20625 32.796875 \n",
       "\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#m9c1bb7c4c3\" x=\"647.20625\" y=\"32.796875\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_39\">\n",
       "     <!--  Monthly Return -->\n",
       "     <g transform=\"translate(661.60625 35.596875) scale(0.08 -0.08)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\" x=\"31.787109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"118.066406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"179.248047\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"242.626953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"281.835938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"345.214844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"372.998047\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"432.177734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"463.964844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"528.947266\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"590.470703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"629.679688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"693.058594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"732.421875\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p2e4c34a34c\">\n",
       "   <rect x=\"62.86875\" y=\"22.318125\" width=\"669.6\" height=\"332.64\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,6))\n",
    "\n",
    "\n",
    "ax.plot('Variance', #图片数据\n",
    "'.-',#图片类型，\n",
    "color = 'r',#图片颜色\n",
    "label = ' Monthly Return' ,#图片标签\n",
    "linewidth = 1, #图片线宽\n",
    "data = Month_varince['2000':]) #图片数据来源\n",
    "ax.set_title(\"China's stock market Variance\")#图片标题\n",
    "\n",
    "\n",
    "ax.set_ylabel( 'Variance') #图片y轴标签\n",
    "ax.set_xlabel('Year') #图片x轴标签\n",
    "\n",
    "\n",
    "#设置x轴的日 期显示格式\n",
    "data =format = mdates.DateFormatter( '%Y')\n",
    "ax.xaxis.set_major_formatter( data_format)\n",
    "ax.xaxis.set_major_locator(mdates.YearLocator())\n",
    "\n",
    "\n",
    "#转置x轴的日期显示格式\n",
    "plt.xticks(rotation = 90)\n",
    "\n",
    "\n",
    "#添加图例\n",
    "plt.legend(loc= 'upper right' ,fontsize = 8)\n",
    "plt.show();\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Variance</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>0.005695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>0.018086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.013378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>0.008281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.148387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>0.000915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>0.000642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>0.001441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>0.000705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.011045</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Variance\n",
       "Day                 \n",
       "1995-01-31  0.005695\n",
       "1995-02-28  0.018086\n",
       "1995-03-31  0.013378\n",
       "1995-04-30  0.008281\n",
       "1995-05-31  0.148387\n",
       "...              ...\n",
       "2024-05-31  0.000915\n",
       "2024-06-30  0.000642\n",
       "2024-07-31  0.001441\n",
       "2024-08-31  0.000705\n",
       "2024-09-30  0.011045\n",
       "\n",
       "[357 rows x 1 columns]"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_varince=data_new.resample('ME')['Return'].apply(lambda x: sum(x**2)).to_frame()\n",
    "Month_varince.rename(columns={'Return':'Variance'},inplace=True)\n",
    "Month_varince"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"733.30625pt\" height=\"408.28625pt\" viewBox=\"0 0 733.30625 408.28625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-10-09T15:18:21.960372</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 408.28625 \n",
       "L 733.30625 408.28625 \n",
       "L 733.30625 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 56.50625 354.958125 \n",
       "L 726.10625 354.958125 \n",
       "L 726.10625 22.318125 \n",
       "L 56.50625 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mbdcafa4419\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"60.25294\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1999 -->\n",
       "      <g transform=\"translate(63.012315 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"84.91555\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(87.674925 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"109.645729\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2001 -->\n",
       "      <g transform=\"translate(112.405104 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"134.308339\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2002 -->\n",
       "      <g transform=\"translate(137.067714 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"158.970949\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2003 -->\n",
       "      <g transform=\"translate(161.730324 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"183.633559\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2004 -->\n",
       "      <g transform=\"translate(186.392934 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"208.363738\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(211.123113 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"233.026348\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2006 -->\n",
       "      <g transform=\"translate(235.785723 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"257.688958\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2007 -->\n",
       "      <g transform=\"translate(260.448333 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"282.351568\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(285.110943 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"307.081747\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 2009 -->\n",
       "      <g transform=\"translate(309.841122 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"331.744357\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(334.503732 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"356.406967\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 2011 -->\n",
       "      <g transform=\"translate(359.166342 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"381.069578\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(383.828953 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_15\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"405.799756\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 2013 -->\n",
       "      <g transform=\"translate(408.559131 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_16\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"430.462367\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 2014 -->\n",
       "      <g transform=\"translate(433.221742 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_17\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"455.124977\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(457.884352 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_18\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"479.787587\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(482.546962 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_19\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"504.517766\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 2017 -->\n",
       "      <g transform=\"translate(507.277141 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_20\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"529.180376\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_20\">\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(531.939751 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_21\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"553.842986\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_21\">\n",
       "      <!-- 2019 -->\n",
       "      <g transform=\"translate(556.602361 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_22\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"578.505596\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_22\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(581.264971 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_23\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"603.235775\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 2021 -->\n",
       "      <g transform=\"translate(605.99515 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_24\">\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"627.898385\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 2022 -->\n",
       "      <g transform=\"translate(630.65776 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_25\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"652.560995\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 2023 -->\n",
       "      <g transform=\"translate(655.32037 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_26\">\n",
       "     <g id=\"line2d_26\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"677.223605\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_26\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(679.98298 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_27\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcafa4419\" x=\"701.953784\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_27\">\n",
       "      <!-- 2025 -->\n",
       "      <g transform=\"translate(704.713159 387.408125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_28\">\n",
       "     <!-- Year -->\n",
       "     <g transform=\"translate(380.71875 399.006562) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-59\" d=\"M -13 4666 \n",
       "L 666 4666 \n",
       "L 1959 2747 \n",
       "L 3244 4666 \n",
       "L 3922 4666 \n",
       "L 2272 2222 \n",
       "L 2272 0 \n",
       "L 1638 0 \n",
       "L 1638 2222 \n",
       "L -13 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-59\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"47.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"109.357422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"170.636719\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_28\">\n",
       "      <defs>\n",
       "       <path id=\"m51e64eb1b3\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51e64eb1b3\" x=\"56.50625\" y=\"341.408946\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_29\">\n",
       "      <!-- 0.000 -->\n",
       "      <g transform=\"translate(20.878125 345.208165) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51e64eb1b3\" x=\"56.50625\" y=\"291.756751\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_30\">\n",
       "      <!-- 0.005 -->\n",
       "      <g transform=\"translate(20.878125 295.55597) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_30\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51e64eb1b3\" x=\"56.50625\" y=\"242.104556\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_31\">\n",
       "      <!-- 0.010 -->\n",
       "      <g transform=\"translate(20.878125 245.903774) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_31\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51e64eb1b3\" x=\"56.50625\" y=\"192.45236\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_32\">\n",
       "      <!-- 0.015 -->\n",
       "      <g transform=\"translate(20.878125 196.251579) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_32\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51e64eb1b3\" x=\"56.50625\" y=\"142.800165\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_33\">\n",
       "      <!-- 0.020 -->\n",
       "      <g transform=\"translate(20.878125 146.599384) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_33\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51e64eb1b3\" x=\"56.50625\" y=\"93.14797\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_34\">\n",
       "      <!-- 0.025 -->\n",
       "      <g transform=\"translate(20.878125 96.947189) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_34\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51e64eb1b3\" x=\"56.50625\" y=\"43.495774\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_35\">\n",
       "      <!-- 0.030 -->\n",
       "      <g transform=\"translate(20.878125 47.294993) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_36\">\n",
       "     <!-- Variance -->\n",
       "     <g transform=\"translate(14.798437 210.238125) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-56\" d=\"M 1831 0 \n",
       "L 50 4666 \n",
       "L 709 4666 \n",
       "L 2188 738 \n",
       "L 3669 4666 \n",
       "L 4325 4666 \n",
       "L 2547 0 \n",
       "L 1831 0 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-56\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"60.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"121.9375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"163.050781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"190.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"252.113281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"315.492188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"370.472656\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_35\">\n",
       "    <path d=\"M 86.942614 259.399628 \n",
       "L 88.902109 206.87656 \n",
       "L 93.023805 316.646389 \n",
       "L 95.118438 306.500604 \n",
       "L 97.145502 327.742695 \n",
       "L 99.240134 332.065472 \n",
       "L 101.334767 324.929944 \n",
       "L 103.361831 312.390759 \n",
       "L 105.456463 332.042778 \n",
       "L 107.483527 323.015913 \n",
       "L 109.57816 334.434671 \n",
       "L 111.672793 321.23983 \n",
       "L 113.564719 313.029357 \n",
       "L 115.659351 328.494927 \n",
       "L 117.686415 328.800007 \n",
       "L 119.781048 335.127606 \n",
       "L 121.808112 329.050129 \n",
       "L 123.902744 298.061462 \n",
       "L 125.997377 287.389856 \n",
       "L 128.024441 308.165296 \n",
       "L 130.119074 168.050732 \n",
       "L 132.146137 303.477844 \n",
       "L 134.24077 317.398823 \n",
       "L 136.335403 149.392912 \n",
       "L 138.227329 325.855356 \n",
       "L 140.321962 283.474247 \n",
       "L 142.349025 315.551305 \n",
       "L 144.443658 305.929847 \n",
       "L 146.470722 212.448481 \n",
       "L 148.565355 328.525503 \n",
       "L 150.659987 332.432848 \n",
       "L 152.687051 332.137663 \n",
       "L 154.781684 327.040981 \n",
       "L 156.808748 298.263596 \n",
       "L 158.90338 318.807889 \n",
       "L 160.998013 273.148126 \n",
       "L 162.889939 327.314753 \n",
       "L 164.984572 322.185088 \n",
       "L 167.011636 294.866911 \n",
       "L 169.106268 314.896975 \n",
       "L 171.133332 327.454696 \n",
       "L 173.227965 328.062971 \n",
       "L 175.322597 334.398058 \n",
       "L 177.349661 327.704524 \n",
       "L 179.444294 321.867699 \n",
       "L 181.471358 299.766984 \n",
       "L 183.56599 313.556389 \n",
       "L 185.660623 305.683992 \n",
       "L 187.620118 307.517008 \n",
       "L 189.714751 314.301051 \n",
       "L 191.741814 320.153073 \n",
       "L 193.836447 312.566695 \n",
       "L 195.863511 302.923372 \n",
       "L 197.958144 303.758558 \n",
       "L 200.052776 317.511148 \n",
       "L 202.07984 255.541816 \n",
       "L 204.174473 306.352026 \n",
       "L 206.201537 312.286725 \n",
       "L 208.296169 322.159495 \n",
       "L 210.390802 311.451892 \n",
       "L 212.282728 297.220995 \n",
       "L 214.377361 313.925411 \n",
       "L 216.404425 292.525444 \n",
       "L 218.499057 320.115446 \n",
       "L 220.526121 227.429303 \n",
       "L 222.620754 297.383102 \n",
       "L 224.715386 298.325482 \n",
       "L 226.74245 308.08113 \n",
       "L 228.837083 321.672766 \n",
       "L 230.864147 323.785385 \n",
       "L 232.958779 330.578247 \n",
       "L 235.053412 323.389425 \n",
       "L 236.945338 322.237722 \n",
       "L 239.039971 325.212266 \n",
       "L 241.067035 314.237287 \n",
       "L 243.161667 251.572566 \n",
       "L 245.188731 281.912836 \n",
       "L 247.283364 288.741939 \n",
       "L 249.377996 313.788552 \n",
       "L 251.40506 328.123188 \n",
       "L 253.499693 322.444456 \n",
       "L 255.526757 311.455084 \n",
       "L 257.621389 248.319127 \n",
       "L 259.716022 201.654052 \n",
       "L 261.607948 192.002018 \n",
       "L 263.702581 298.478964 \n",
       "L 265.729645 264.8279 \n",
       "L 267.824277 252.582163 \n",
       "L 269.851341 165.597403 \n",
       "L 271.945974 225.03303 \n",
       "L 274.040607 250.215039 \n",
       "L 276.06767 283.021001 \n",
       "L 278.162303 258.959544 \n",
       "L 280.189367 214.998799 \n",
       "L 282.284 291.952961 \n",
       "L 284.378632 180.108601 \n",
       "L 286.338127 213.921499 \n",
       "L 288.43276 183.507099 \n",
       "L 290.459824 70.618852 \n",
       "L 292.554456 251.985459 \n",
       "L 294.58152 124.400829 \n",
       "L 296.676153 228.455119 \n",
       "L 298.770785 171.088333 \n",
       "L 300.797849 105.102052 \n",
       "L 302.892482 163.311947 \n",
       "L 304.919546 138.253276 \n",
       "L 307.014178 244.859695 \n",
       "L 309.108811 289.633058 \n",
       "L 311.000737 210.479193 \n",
       "L 313.09537 251.453173 \n",
       "L 315.122434 279.849187 \n",
       "L 317.217066 310.926973 \n",
       "L 319.24413 307.989761 \n",
       "L 321.338763 266.448013 \n",
       "L 323.433396 151.848301 \n",
       "L 325.460459 273.210392 \n",
       "L 327.555092 289.572054 \n",
       "L 329.582156 277.426686 \n",
       "L 331.676789 299.7278 \n",
       "L 333.771421 301.443753 \n",
       "L 335.663347 322.876793 \n",
       "L 337.75798 316.218493 \n",
       "L 339.785044 302.256382 \n",
       "L 341.879677 258.022657 \n",
       "L 343.90674 296.247134 \n",
       "L 346.001373 306.350158 \n",
       "L 348.096006 306.952466 \n",
       "L 350.12307 323.291246 \n",
       "L 352.217702 300.80248 \n",
       "L 354.244766 268.053327 \n",
       "L 356.339399 310.365901 \n",
       "L 358.434031 303.898449 \n",
       "L 360.325958 320.678522 \n",
       "L 362.42059 324.278452 \n",
       "L 364.447654 326.523054 \n",
       "L 366.542287 318.814559 \n",
       "L 368.569351 319.198314 \n",
       "L 370.663983 320.243148 \n",
       "L 372.758616 299.749913 \n",
       "L 374.78568 306.829356 \n",
       "L 376.880312 310.391574 \n",
       "L 378.907376 307.761581 \n",
       "L 381.002009 314.002119 \n",
       "L 383.096641 293.601171 \n",
       "L 385.056136 321.907439 \n",
       "L 387.150769 312.521031 \n",
       "L 389.177833 325.99047 \n",
       "L 391.272466 323.840038 \n",
       "L 393.299529 320.73748 \n",
       "L 395.394162 325.334013 \n",
       "L 397.488795 327.551668 \n",
       "L 399.515859 304.480734 \n",
       "L 401.610491 330.505099 \n",
       "L 403.637555 324.782535 \n",
       "L 405.732188 296.216585 \n",
       "L 407.82682 315.940036 \n",
       "L 409.718747 318.368726 \n",
       "L 411.813379 298.543384 \n",
       "L 413.840443 323.293523 \n",
       "L 415.935076 327.763801 \n",
       "L 417.96214 289.321312 \n",
       "L 420.056772 302.131045 \n",
       "L 422.151405 324.3478 \n",
       "L 424.178469 314.516622 \n",
       "L 426.273101 321.908881 \n",
       "L 428.300165 321.506038 \n",
       "L 430.394798 323.018618 \n",
       "L 432.48943 325.229858 \n",
       "L 434.381357 323.570706 \n",
       "L 436.475989 317.828301 \n",
       "L 440.597686 331.640279 \n",
       "L 442.62475 332.758298 \n",
       "L 444.719382 327.609759 \n",
       "L 446.814015 329.229297 \n",
       "L 448.841079 325.481062 \n",
       "L 450.935711 327.66 \n",
       "L 452.962775 319.629439 \n",
       "L 455.057408 218.0787 \n",
       "L 457.152041 212.697522 \n",
       "L 459.043967 312.95156 \n",
       "L 461.138599 301.912296 \n",
       "L 463.165663 284.17078 \n",
       "L 465.260296 214.978838 \n",
       "L 467.28736 116.564447 \n",
       "L 469.381992 44.316768 \n",
       "L 471.476625 37.438125 \n",
       "L 473.503689 253.428383 \n",
       "L 475.598322 293.914757 \n",
       "L 477.625385 273.61932 \n",
       "L 479.720018 305.108373 \n",
       "L 481.814651 102.794714 \n",
       "L 483.774146 261.308838 \n",
       "L 485.868778 288.184515 \n",
       "L 487.895842 322.951248 \n",
       "L 489.990475 307.244492 \n",
       "L 492.017539 321.852663 \n",
       "L 494.112171 326.566887 \n",
       "L 496.206804 328.670124 \n",
       "L 500.3285 334.606041 \n",
       "L 502.355564 333.02547 \n",
       "L 504.450197 328.108748 \n",
       "L 506.54483 337.161914 \n",
       "L 508.436756 336.261639 \n",
       "L 510.531388 335.602993 \n",
       "L 512.558452 333.521358 \n",
       "L 514.653085 335.147711 \n",
       "L 516.680149 335.774465 \n",
       "L 518.774781 335.213061 \n",
       "L 520.869414 331.362897 \n",
       "L 522.896478 339.838125 \n",
       "L 524.991111 339.408736 \n",
       "L 527.018174 331.57044 \n",
       "L 529.112807 333.627339 \n",
       "L 531.20744 332.93457 \n",
       "L 533.099366 296.418328 \n",
       "L 535.193999 320.696848 \n",
       "L 537.221062 322.586884 \n",
       "L 539.315695 322.544858 \n",
       "L 541.342759 311.337485 \n",
       "L 543.437392 309.153838 \n",
       "L 545.532024 303.812289 \n",
       "L 547.559088 319.457691 \n",
       "L 549.653721 251.857877 \n",
       "L 551.680785 311.356145 \n",
       "L 553.775417 322.509376 \n",
       "L 555.87005 326.953479 \n",
       "L 557.761976 289.32608 \n",
       "L 559.856609 281.8892 \n",
       "L 561.883673 312.072686 \n",
       "L 563.978305 278.881749 \n",
       "L 566.005369 321.945418 \n",
       "L 568.100002 323.193117 \n",
       "L 570.194634 321.6136 \n",
       "L 572.221698 329.254814 \n",
       "L 574.316331 333.781543 \n",
       "L 578.438027 330.480157 \n",
       "L 580.53266 326.098637 \n",
       "L 582.492155 250.437084 \n",
       "L 584.586788 268.879871 \n",
       "L 586.613851 324.280054 \n",
       "L 588.708484 333.184442 \n",
       "L 590.735548 329.963231 \n",
       "L 592.830181 233.419351 \n",
       "L 594.924813 319.833667 \n",
       "L 596.951877 321.419226 \n",
       "L 599.04651 326.2939 \n",
       "L 601.073574 326.982007 \n",
       "L 603.168206 323.719624 \n",
       "L 605.262839 323.046102 \n",
       "L 607.154765 321.335132 \n",
       "L 609.249398 304.422569 \n",
       "L 611.276462 332.781651 \n",
       "L 613.371094 328.664466 \n",
       "L 615.398158 334.381831 \n",
       "L 617.492791 317.562172 \n",
       "L 621.614487 326.250539 \n",
       "L 623.70912 334.561686 \n",
       "L 625.736184 334.304288 \n",
       "L 627.830816 330.886985 \n",
       "L 629.925449 323.547306 \n",
       "L 631.817375 328.722162 \n",
       "L 633.912008 274.476681 \n",
       "L 635.939072 279.500327 \n",
       "L 638.033704 321.20517 \n",
       "L 640.060768 323.59234 \n",
       "L 642.155401 327.831955 \n",
       "L 644.250033 324.321646 \n",
       "L 646.277097 324.236174 \n",
       "L 648.37173 320.568518 \n",
       "L 650.398794 314.297188 \n",
       "L 652.493426 329.961778 \n",
       "L 654.588059 336.081537 \n",
       "L 656.479985 329.973122 \n",
       "L 660.601682 330.962878 \n",
       "L 662.696314 326.644301 \n",
       "L 664.723378 331.609363 \n",
       "L 666.818011 326.401742 \n",
       "L 668.912644 326.056022 \n",
       "L 670.939707 332.635128 \n",
       "L 673.03434 330.800465 \n",
       "L 675.061404 336.469868 \n",
       "L 677.156037 331.385398 \n",
       "L 679.250669 306.917881 \n",
       "L 681.210164 308.5012 \n",
       "L 683.304797 333.052744 \n",
       "L 685.331861 326.09406 \n",
       "L 687.426493 332.320011 \n",
       "L 689.453557 335.031028 \n",
       "L 691.54819 327.097789 \n",
       "L 693.642823 334.403051 \n",
       "L 695.669886 231.730882 \n",
       "L 695.669886 231.730882 \n",
       "\" clip-path=\"url(#p3bed7f8c56)\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"mc2edc4ab68\" d=\"M 0 1.5 \n",
       "C 0.397805 1.5 0.77937 1.341951 1.06066 1.06066 \n",
       "C 1.341951 0.77937 1.5 0.397805 1.5 0 \n",
       "C 1.5 -0.397805 1.341951 -0.77937 1.06066 -1.06066 \n",
       "C 0.77937 -1.341951 0.397805 -1.5 0 -1.5 \n",
       "C -0.397805 -1.5 -0.77937 -1.341951 -1.06066 -1.06066 \n",
       "C -1.341951 -0.77937 -1.5 -0.397805 -1.5 0 \n",
       "C -1.5 0.397805 -1.341951 0.77937 -1.06066 1.06066 \n",
       "C -0.77937 1.341951 -0.397805 1.5 0 1.5 \n",
       "z\n",
       "\" style=\"stroke: #ff0000\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p3bed7f8c56)\">\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"86.942614\" y=\"259.399628\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"88.902109\" y=\"206.87656\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"90.996741\" y=\"263.183213\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"93.023805\" y=\"316.646389\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"95.118438\" y=\"306.500604\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"97.145502\" y=\"327.742695\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"99.240134\" y=\"332.065472\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"101.334767\" y=\"324.929944\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"103.361831\" y=\"312.390759\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"105.456463\" y=\"332.042778\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"107.483527\" y=\"323.015913\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"109.57816\" y=\"334.434671\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"111.672793\" y=\"321.23983\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"113.564719\" y=\"313.029357\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"115.659351\" y=\"328.494927\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"117.686415\" y=\"328.800007\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"119.781048\" y=\"335.127606\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"121.808112\" y=\"329.050129\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"123.902744\" y=\"298.061462\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"125.997377\" y=\"287.389856\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"128.024441\" y=\"308.165296\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"130.119074\" y=\"168.050732\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"132.146137\" y=\"303.477844\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"134.24077\" y=\"317.398823\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"136.335403\" y=\"149.392912\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"138.227329\" y=\"325.855356\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"140.321962\" y=\"283.474247\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"142.349025\" y=\"315.551305\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"144.443658\" y=\"305.929847\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"146.470722\" y=\"212.448481\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"148.565355\" y=\"328.525503\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"150.659987\" y=\"332.432848\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"152.687051\" y=\"332.137663\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"154.781684\" y=\"327.040981\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"156.808748\" y=\"298.263596\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"158.90338\" y=\"318.807889\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"160.998013\" y=\"273.148126\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"162.889939\" y=\"327.314753\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"164.984572\" y=\"322.185088\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"167.011636\" y=\"294.866911\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"169.106268\" y=\"314.896975\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"171.133332\" y=\"327.454696\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"173.227965\" y=\"328.062971\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"175.322597\" y=\"334.398058\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"177.349661\" y=\"327.704524\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"179.444294\" y=\"321.867699\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"181.471358\" y=\"299.766984\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"183.56599\" y=\"313.556389\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"185.660623\" y=\"305.683992\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"187.620118\" y=\"307.517008\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"189.714751\" y=\"314.301051\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"191.741814\" y=\"320.153073\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"193.836447\" y=\"312.566695\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"195.863511\" y=\"302.923372\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"197.958144\" y=\"303.758558\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"200.052776\" y=\"317.511148\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"202.07984\" y=\"255.541816\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"204.174473\" y=\"306.352026\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"206.201537\" y=\"312.286725\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"208.296169\" y=\"322.159495\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"210.390802\" y=\"311.451892\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"212.282728\" y=\"297.220995\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"214.377361\" y=\"313.925411\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"216.404425\" y=\"292.525444\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"218.499057\" y=\"320.115446\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"220.526121\" y=\"227.429303\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"222.620754\" y=\"297.383102\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"224.715386\" y=\"298.325482\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"226.74245\" y=\"308.08113\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"228.837083\" y=\"321.672766\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"230.864147\" y=\"323.785385\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"232.958779\" y=\"330.578247\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"235.053412\" y=\"323.389425\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"236.945338\" y=\"322.237722\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"239.039971\" y=\"325.212266\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"241.067035\" y=\"314.237287\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"243.161667\" y=\"251.572566\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"245.188731\" y=\"281.912836\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"247.283364\" y=\"288.741939\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"249.377996\" y=\"313.788552\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"251.40506\" y=\"328.123188\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"253.499693\" y=\"322.444456\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"255.526757\" y=\"311.455084\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"257.621389\" y=\"248.319127\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"259.716022\" y=\"201.654052\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"261.607948\" y=\"192.002018\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"263.702581\" y=\"298.478964\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"265.729645\" y=\"264.8279\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"267.824277\" y=\"252.582163\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"269.851341\" y=\"165.597403\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"271.945974\" y=\"225.03303\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"274.040607\" y=\"250.215039\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"276.06767\" y=\"283.021001\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"278.162303\" y=\"258.959544\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"280.189367\" y=\"214.998799\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"282.284\" y=\"291.952961\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"284.378632\" y=\"180.108601\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"286.338127\" y=\"213.921499\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"288.43276\" y=\"183.507099\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"290.459824\" y=\"70.618852\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"292.554456\" y=\"251.985459\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"294.58152\" y=\"124.400829\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"296.676153\" y=\"228.455119\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"298.770785\" y=\"171.088333\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"300.797849\" y=\"105.102052\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"302.892482\" y=\"163.311947\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"304.919546\" y=\"138.253276\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"307.014178\" y=\"244.859695\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"309.108811\" y=\"289.633058\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"311.000737\" y=\"210.479193\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"313.09537\" y=\"251.453173\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"315.122434\" y=\"279.849187\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"317.217066\" y=\"310.926973\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"319.24413\" y=\"307.989761\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"321.338763\" y=\"266.448013\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"323.433396\" y=\"151.848301\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"325.460459\" y=\"273.210392\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"327.555092\" y=\"289.572054\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"329.582156\" y=\"277.426686\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"331.676789\" y=\"299.7278\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"333.771421\" y=\"301.443753\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"335.663347\" y=\"322.876793\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"337.75798\" y=\"316.218493\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"339.785044\" y=\"302.256382\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"341.879677\" y=\"258.022657\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"343.90674\" y=\"296.247134\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"346.001373\" y=\"306.350158\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"348.096006\" y=\"306.952466\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"350.12307\" y=\"323.291246\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"352.217702\" y=\"300.80248\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"354.244766\" y=\"268.053327\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"356.339399\" y=\"310.365901\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"358.434031\" y=\"303.898449\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"360.325958\" y=\"320.678522\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"362.42059\" y=\"324.278452\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"364.447654\" y=\"326.523054\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"366.542287\" y=\"318.814559\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"368.569351\" y=\"319.198314\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"370.663983\" y=\"320.243148\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"372.758616\" y=\"299.749913\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"374.78568\" y=\"306.829356\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"376.880312\" y=\"310.391574\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"378.907376\" y=\"307.761581\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"381.002009\" y=\"314.002119\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"383.096641\" y=\"293.601171\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"385.056136\" y=\"321.907439\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"387.150769\" y=\"312.521031\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"389.177833\" y=\"325.99047\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"391.272466\" y=\"323.840038\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"393.299529\" y=\"320.73748\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"395.394162\" y=\"325.334013\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"397.488795\" y=\"327.551668\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"399.515859\" y=\"304.480734\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"401.610491\" y=\"330.505099\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"403.637555\" y=\"324.782535\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"405.732188\" y=\"296.216585\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"407.82682\" y=\"315.940036\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"409.718747\" y=\"318.368726\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"411.813379\" y=\"298.543384\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"413.840443\" y=\"323.293523\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"415.935076\" y=\"327.763801\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"417.96214\" y=\"289.321312\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"420.056772\" y=\"302.131045\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"422.151405\" y=\"324.3478\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"424.178469\" y=\"314.516622\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"426.273101\" y=\"321.908881\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"428.300165\" y=\"321.506038\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"430.394798\" y=\"323.018618\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"432.48943\" y=\"325.229858\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"434.381357\" y=\"323.570706\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"436.475989\" y=\"317.828301\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"438.503053\" y=\"324.642938\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"440.597686\" y=\"331.640279\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"442.62475\" y=\"332.758298\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"444.719382\" y=\"327.609759\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"446.814015\" y=\"329.229297\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"448.841079\" y=\"325.481062\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"450.935711\" y=\"327.66\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"452.962775\" y=\"319.629439\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"455.057408\" y=\"218.0787\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"457.152041\" y=\"212.697522\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"459.043967\" y=\"312.95156\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"461.138599\" y=\"301.912296\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"463.165663\" y=\"284.17078\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"465.260296\" y=\"214.978838\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"467.28736\" y=\"116.564447\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"469.381992\" y=\"44.316768\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"471.476625\" y=\"37.438125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"473.503689\" y=\"253.428383\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"475.598322\" y=\"293.914757\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"477.625385\" y=\"273.61932\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"479.720018\" y=\"305.108373\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"481.814651\" y=\"102.794714\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"483.774146\" y=\"261.308838\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"485.868778\" y=\"288.184515\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"487.895842\" y=\"322.951248\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"489.990475\" y=\"307.244492\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"492.017539\" y=\"321.852663\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"494.112171\" y=\"326.566887\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"496.206804\" y=\"328.670124\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"498.233868\" y=\"331.611926\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"500.3285\" y=\"334.606041\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"502.355564\" y=\"333.02547\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"504.450197\" y=\"328.108748\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"506.54483\" y=\"337.161914\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"508.436756\" y=\"336.261639\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"510.531388\" y=\"335.602993\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"512.558452\" y=\"333.521358\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"514.653085\" y=\"335.147711\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"516.680149\" y=\"335.774465\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"518.774781\" y=\"335.213061\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"520.869414\" y=\"331.362897\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"522.896478\" y=\"339.838125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"524.991111\" y=\"339.408736\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"527.018174\" y=\"331.57044\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"529.112807\" y=\"333.627339\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"531.20744\" y=\"332.93457\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"533.099366\" y=\"296.418328\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"535.193999\" y=\"320.696848\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"537.221062\" y=\"322.586884\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"539.315695\" y=\"322.544858\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"541.342759\" y=\"311.337485\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"543.437392\" y=\"309.153838\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"545.532024\" y=\"303.812289\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"547.559088\" y=\"319.457691\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"549.653721\" y=\"251.857877\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"551.680785\" y=\"311.356145\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"553.775417\" y=\"322.509376\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"555.87005\" y=\"326.953479\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"557.761976\" y=\"289.32608\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"559.856609\" y=\"281.8892\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"561.883673\" y=\"312.072686\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"563.978305\" y=\"278.881749\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"566.005369\" y=\"321.945418\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"568.100002\" y=\"323.193117\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"570.194634\" y=\"321.6136\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"572.221698\" y=\"329.254814\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"574.316331\" y=\"333.781543\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"576.343395\" y=\"332.19608\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"578.438027\" y=\"330.480157\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"580.53266\" y=\"326.098637\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"582.492155\" y=\"250.437084\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"584.586788\" y=\"268.879871\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"586.613851\" y=\"324.280054\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"588.708484\" y=\"333.184442\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"590.735548\" y=\"329.963231\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"592.830181\" y=\"233.419351\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"594.924813\" y=\"319.833667\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"596.951877\" y=\"321.419226\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"599.04651\" y=\"326.2939\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"601.073574\" y=\"326.982007\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"603.168206\" y=\"323.719624\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"605.262839\" y=\"323.046102\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"607.154765\" y=\"321.335132\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"609.249398\" y=\"304.422569\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"611.276462\" y=\"332.781651\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"613.371094\" y=\"328.664466\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"615.398158\" y=\"334.381831\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"617.492791\" y=\"317.562172\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"619.587423\" y=\"321.980212\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"621.614487\" y=\"326.250539\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"623.70912\" y=\"334.561686\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"625.736184\" y=\"334.304288\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"627.830816\" y=\"330.886985\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"629.925449\" y=\"323.547306\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"631.817375\" y=\"328.722162\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"633.912008\" y=\"274.476681\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"635.939072\" y=\"279.500327\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"638.033704\" y=\"321.20517\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"640.060768\" y=\"323.59234\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"642.155401\" y=\"327.831955\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"644.250033\" y=\"324.321646\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"646.277097\" y=\"324.236174\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"648.37173\" y=\"320.568518\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"650.398794\" y=\"314.297188\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"652.493426\" y=\"329.961778\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"654.588059\" y=\"336.081537\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"656.479985\" y=\"329.973122\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"658.574618\" y=\"330.50826\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"660.601682\" y=\"330.962878\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"662.696314\" y=\"326.644301\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"664.723378\" y=\"331.609363\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"666.818011\" y=\"326.401742\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"668.912644\" y=\"326.056022\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"670.939707\" y=\"332.635128\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"673.03434\" y=\"330.800465\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"675.061404\" y=\"336.469868\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"677.156037\" y=\"331.385398\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"679.250669\" y=\"306.917881\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"681.210164\" y=\"308.5012\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"683.304797\" y=\"333.052744\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"685.331861\" y=\"326.09406\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"687.426493\" y=\"332.320011\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"689.453557\" y=\"335.031028\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"691.54819\" y=\"327.097789\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"693.642823\" y=\"334.403051\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#mc2edc4ab68\" x=\"695.669886\" y=\"231.730882\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 56.50625 354.958125 \n",
       "L 56.50625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 726.10625 354.958125 \n",
       "L 726.10625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 56.50625 354.958125 \n",
       "L 726.10625 354.958125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 56.50625 22.318125 \n",
       "L 726.10625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_37\">\n",
       "    <!-- China's stock market variance -->\n",
       "    <g transform=\"translate(300.629375 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-27\" d=\"M 1147 4666 \n",
       "L 1147 2931 \n",
       "L 616 2931 \n",
       "L 616 4666 \n",
       "L 1147 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-27\" x=\"285.644531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"313.134766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"365.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"397.021484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"449.121094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"488.330078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"549.511719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"604.492188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"662.402344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"694.189453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"791.601562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"852.880859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"893.994141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"948.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1009.802734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1049.011719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"1080.798828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1139.978516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1201.257812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1242.371094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1270.154297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1331.433594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"1394.8125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1449.792969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 631.24375 40.460625 \n",
       "L 720.50625 40.460625 \n",
       "Q 722.10625 40.460625 722.10625 38.860625 \n",
       "L 722.10625 27.918125 \n",
       "Q 722.10625 26.318125 720.50625 26.318125 \n",
       "L 631.24375 26.318125 \n",
       "Q 629.64375 26.318125 629.64375 27.918125 \n",
       "L 629.64375 38.860625 \n",
       "Q 629.64375 40.460625 631.24375 40.460625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_36\">\n",
       "     <path d=\"M 632.84375 32.796875 \n",
       "L 640.84375 32.796875 \n",
       "L 648.84375 32.796875 \n",
       "\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#mc2edc4ab68\" x=\"640.84375\" y=\"32.796875\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_38\">\n",
       "     <!--  Monthly Return -->\n",
       "     <g transform=\"translate(655.24375 35.596875) scale(0.08 -0.08)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\" x=\"31.787109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"118.066406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"179.248047\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"242.626953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"281.835938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"345.214844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"372.998047\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"432.177734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"463.964844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"528.947266\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"590.470703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"629.679688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"693.058594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"732.421875\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p3bed7f8c56\">\n",
       "   <rect x=\"56.50625\" y=\"22.318125\" width=\"669.6\" height=\"332.64\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,6))\n",
    "\n",
    "\n",
    "ax. plot('Variance', #图片数据\n",
    "'.-',#图片类型，\n",
    "color = 'r',#图片颜色\n",
    "label = ' Monthly Return' ,#图片标签\n",
    "linewidth = 1, #图片线宽\n",
    "data = Month_varince['2000':]) #图片数据来源\n",
    "ax.set_title(\"China's stock market variance\")#图片标题\n",
    "\n",
    "\n",
    "ax.set_ylabel( 'Variance') #图片y轴标签\n",
    "ax.set_xlabel('Year') #图片x轴标签\n",
    "\n",
    "\n",
    "#设置x轴的日期显示格式\n",
    "data =format = mdates.DateFormatter( '%Y')\n",
    "ax.xaxis.set_major_formatter(data_format)\n",
    "ax.xaxis.set_major_locator(mdates.YearLocator())\n",
    "\n",
    "\n",
    "#转置x轴的日期显示格式\n",
    "plt.xticks(rotation = 90)\n",
    "\n",
    "\n",
    "#添加图例\n",
    "plt.legend(loc= 'upper right' ,fontsize = 8)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 偏度 skewness"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "S = \\frac{1}{N} \\sum^{N}_{i=1}[(\\frac{R-\\bar{R}}{\\sigma})^3]\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5226360238128201"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data_new[data_new['Return']>0])/len(data_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5266106442577031"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(Month_data[Month_data['Return']>0])/len(Month_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5126050420168067"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Quarter_data=data_new.resample('QE')['Return'].apply(lambda x: (1+x).prod()-1).to_frame()\n",
    "len(Quarter_data[Quarter_data['Return']>0])/len(Quarter_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.702469614038669"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 日数据偏度\n",
    "data_new['Return'].skew()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.32934257444025805"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_data['Return'].skew()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8675023353736133"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Quarter_data['Return'].skew()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
